title
stringlengths
0
125
url
stringlengths
67
206
markdown
stringlengths
55
86.1k
html
stringlengths
198
350k
crawlDate
stringlengths
24
24
NeuronPerf FAQ — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/tools/neuronperf/neuronperf_faq.html
# NeuronPerf FAQ — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## NeuronPerf FAQ[#](#neuronperf-faq "Permalink to this headline") Table of contents - [When should I use NeuronPerf?](#when-should-i-use-neuronperf) - [When should I **not** use NeuronPerf?](#when-should-i-not-use-neuronperf) - [Which frameworks does NeuronPerf support?](#which-frameworks-does-neuronperf-support) - [Which Neuron instance types does NeuronPerf support?](#which-neuron-instance-types-does-neuronperf-support) - [Is NeuronPerf Open Source?](#is-neuronperf-open-source) - [What is the secret to obtaining the best numbers?](#what-is-the-secret-to-obtaining-the-best-numbers) - [What are the “best practices” that NeuronPerf uses?](#what-are-the-best-practices-that-neuronperf-uses) ## [When should I use NeuronPerf?](#id2)[#](#when-should-i-use-neuronperf "Permalink to this headline") When you want to measure the highest achievable performance for your model with Neuron. ## [When should I **not** use NeuronPerf?](#id3)[#](#when-should-i-not-use-neuronperf "Permalink to this headline") When measuring end-to-end performance that includes your network serving stack. Instead, your should compare your e2e numbers to those obtained by NeuronPerf to optimize your serving overhead. ## [Which Neuron instance types does NeuronPerf support?](#id5)[#](#which-neuron-instance-types-does-neuronperf-support "Permalink to this headline") PyTorch and TensorFlow support all instance types. MXNet support is limited to inf1. ## [What is the secret to obtaining the best numbers?](#id7)[#](#what-is-the-secret-to-obtaining-the-best-numbers "Permalink to this headline") There is no secret sauce. NeuronPerf follows best practices. ## [What are the “best practices” that NeuronPerf uses?](#id8)[#](#what-are-the-best-practices-that-neuronperf-uses "Permalink to this headline") - These vary slightly by framework and how your model was compiled - For a model compiled for a single NeuronCore (DataParallel): > - To maximize throughput, for `N` models, use `2 * N` worker threads > > - To minimize latency, use 1 worker thread per model > - Use a new Python process for each model to avoid GIL contention - Ensure you benchmark long enough for your numbers to stabilize - Ignore outliers at the start and end of inference benchmarking _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>NeuronPerf FAQ — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="NeuronPerf Troubleshooting" href="neuronperf_troubleshooting.html"> <link rel="prev" title="NeuronPerf Framework Notes" href="neuronperf_framework_notes.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "tools/neuronperf/neuronperf_faq", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Neuron Tools </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="index.html"> NeuronPerf (Beta) </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3 current active"> <a class="current reference internal" href="#"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Ftools/neuronperf/neuronperf_faq.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/tools/neuronperf/neuronperf_faq.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/tools/neuronperf/neuronperf_faq.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#when-should-i-use-neuronperf"> When should I use NeuronPerf? </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#when-should-i-not-use-neuronperf"> When should I <strong> not </strong> use NeuronPerf? </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#which-frameworks-does-neuronperf-support"> Which frameworks does NeuronPerf support? </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#which-neuron-instance-types-does-neuronperf-support"> Which Neuron instance types does NeuronPerf support? </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#is-neuronperf-open-source"> Is NeuronPerf Open Source? </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#what-is-the-secret-to-obtaining-the-best-numbers"> What is the secret to obtaining the best numbers? </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#what-are-the-best-practices-that-neuronperf-uses"> What are the “best practices” that NeuronPerf uses? </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>NeuronPerf FAQ</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#when-should-i-use-neuronperf"> When should I use NeuronPerf? </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#when-should-i-not-use-neuronperf"> When should I <strong> not </strong> use NeuronPerf? </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#which-frameworks-does-neuronperf-support"> Which frameworks does NeuronPerf support? </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#which-neuron-instance-types-does-neuronperf-support"> Which Neuron instance types does NeuronPerf support? </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#is-neuronperf-open-source"> Is NeuronPerf Open Source? </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#what-is-the-secret-to-obtaining-the-best-numbers"> What is the secret to obtaining the best numbers? </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#what-are-the-best-practices-that-neuronperf-uses"> What are the “best practices” that NeuronPerf uses? </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="neuronperf-faq"> <span id="id1"></span><h1>NeuronPerf FAQ<a class="headerlink" href="#neuronperf-faq" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#when-should-i-use-neuronperf" id="id2">When should I use NeuronPerf?</a></p></li> <li><p><a class="reference internal" href="#when-should-i-not-use-neuronperf" id="id3">When should I <strong>not</strong> use NeuronPerf?</a></p></li> <li><p><a class="reference internal" href="#which-frameworks-does-neuronperf-support" id="id4">Which frameworks does NeuronPerf support?</a></p></li> <li><p><a class="reference internal" href="#which-neuron-instance-types-does-neuronperf-support" id="id5">Which Neuron instance types does NeuronPerf support?</a></p></li> <li><p><a class="reference internal" href="#is-neuronperf-open-source" id="id6">Is NeuronPerf Open Source?</a></p></li> <li><p><a class="reference internal" href="#what-is-the-secret-to-obtaining-the-best-numbers" id="id7">What is the secret to obtaining the best numbers?</a></p></li> <li><p><a class="reference internal" href="#what-are-the-best-practices-that-neuronperf-uses" id="id8">What are the “best practices” that NeuronPerf uses?</a></p></li> </ul> </div> <div class="section" id="when-should-i-use-neuronperf"> <h2><a class="toc-backref" href="#id2">When should I use NeuronPerf?</a><a class="headerlink" href="#when-should-i-use-neuronperf" title="Permalink to this headline">#</a></h2> <p>When you want to measure the highest achievable performance for your model with Neuron.</p> </div> <div class="section" id="when-should-i-not-use-neuronperf"> <h2><a class="toc-backref" href="#id3">When should I <strong>not</strong> use NeuronPerf?</a><a class="headerlink" href="#when-should-i-not-use-neuronperf" title="Permalink to this headline">#</a></h2> <p>When measuring end-to-end performance that includes your network serving stack. Instead, your should compare your e2e numbers to those obtained by NeuronPerf to optimize your serving overhead.</p> </div> <div class="section" id="which-frameworks-does-neuronperf-support"> <h2><a class="toc-backref" href="#id4">Which frameworks does NeuronPerf support?</a><a class="headerlink" href="#which-frameworks-does-neuronperf-support" title="Permalink to this headline">#</a></h2> <p>See <a class="reference internal" href="neuronperf_framework_notes.html#neuronperf-framework-notes"><span class="std std-ref">NeuronPerf Framework Notes</span></a>.</p> </div> <div class="section" id="which-neuron-instance-types-does-neuronperf-support"> <h2><a class="toc-backref" href="#id5">Which Neuron instance types does NeuronPerf support?</a><a class="headerlink" href="#which-neuron-instance-types-does-neuronperf-support" title="Permalink to this headline">#</a></h2> <p>PyTorch and TensorFlow support all instance types. MXNet support is limited to inf1.</p> </div> <div class="section" id="is-neuronperf-open-source"> <h2><a class="toc-backref" href="#id6">Is NeuronPerf Open Source?</a><a class="headerlink" href="#is-neuronperf-open-source" title="Permalink to this headline">#</a></h2> <p>Yes. You can <a class="reference download internal" download="" href="../../_downloads/a5dd4e2f32461a41cdd42a16121f029e/neuronperf.tar.gz"><code class="xref download docutils literal notranslate"><span class="pre">download</span> <span class="pre">the</span> <span class="pre">source</span> <span class="pre">here</span></code></a>.</p> </div> <div class="section" id="what-is-the-secret-to-obtaining-the-best-numbers"> <h2><a class="toc-backref" href="#id7">What is the secret to obtaining the best numbers?</a><a class="headerlink" href="#what-is-the-secret-to-obtaining-the-best-numbers" title="Permalink to this headline">#</a></h2> <p>There is no secret sauce. NeuronPerf follows best practices.</p> </div> <div class="section" id="what-are-the-best-practices-that-neuronperf-uses"> <h2><a class="toc-backref" href="#id8">What are the “best practices” that NeuronPerf uses?</a><a class="headerlink" href="#what-are-the-best-practices-that-neuronperf-uses" title="Permalink to this headline">#</a></h2> <ul> <li><p>These vary slightly by framework and how your model was compiled</p></li> <li><p>For a model compiled for a single NeuronCore (DataParallel):</p> <blockquote> <div><ul class="simple"> <li><p>To maximize throughput, for <code class="docutils literal notranslate"><span class="pre">N</span></code> models, use <code class="docutils literal notranslate"><span class="pre">2</span> <span class="pre">*</span> <span class="pre">N</span></code> worker threads</p></li> <li><p>To minimize latency, use 1 worker thread per model</p></li> </ul> </div></blockquote> </li> <li><p>Use a new Python process for each model to avoid GIL contention</p></li> <li><p>Ensure you benchmark long enough for your numbers to stabilize</p></li> <li><p>Ignore outliers at the start and end of inference benchmarking</p></li> </ul> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="neuronperf_framework_notes.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">NeuronPerf Framework Notes</p> </div> </a> <a class="right-next" id="next-link" href="neuronperf_troubleshooting.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">NeuronPerf Troubleshooting</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:53:58.705Z
NeuronPerf Framework Notes — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/tools/neuronperf/neuronperf_framework_notes.html
# NeuronPerf Framework Notes — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## NeuronPerf Framework Notes[#](#neuronperf-framework-notes "Permalink to this headline") ## PyTorch[#](#pytorch "Permalink to this headline") > - Requires: `torch-neuron` or `torch-neuronx` > > - Versions: 1.7.x, 1.8.x, 1.9.x, 1.10.x, 1.11.x, 1.12.x, 1.13.x > > > - Input to `compile`: `torch.nn.Module` > > - Model inputs: `Any`. > ## TensorFlow 1.x[#](#tensorflow-1-x "Permalink to this headline") > - Requires: `tensorflow-neuron` > > - Versions: All > > > - Input to `compile`: Path to uncompiled model dir from `saved_model.simple_save` > > - Model inputs: Tensors must be provided as `numpy.ndarray` > Note Although TensorFlow _tensors_ must be `ndarray`, this doesn’t stop you from wrapping them inside of data structures that traverse process boundaries safely. For example, you can still pass an input `dict` like `{'input_0': np.zeros((2, 1))}`. ## TensorFlow 2.x[#](#tensorflow-2-x "Permalink to this headline") > - Requires: `tensorflow-neuron` or `tensorflow-neuronx` > > - Versions: All > > > - Input to `compile`: `tf.keras.Model` > > - Model inputs: Tensors must be provided as `numpy.ndarray` > Note Although TensorFlow _tensors_ must be `ndarray`, this doesn’t stop you from wrapping them inside of data structures that traverse process boundaries safely. For example, you can still pass an input `dict` like `{'input_0': np.zeros((2, 1))}`. ## Apache MXNet (Incubating)[#](#apache-mxnet-incubating "Permalink to this headline") > - Requires: `mxnet-neuron` > > - Versions 1.5, 1.8 > > > - Input to `compile`: `tuple(sym, args, aux)` > > - Inputs: Tensors must be provided as `mxnet.ndarray` or `numpy.ndarray` > _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>NeuronPerf Framework Notes — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="NeuronPerf FAQ" href="neuronperf_faq.html"> <link rel="prev" title="NeuronPerf API" href="neuronperf_api.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "tools/neuronperf/neuronperf_framework_notes", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Neuron Tools </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="index.html"> NeuronPerf (Beta) </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_api.html"> API </a> </li> <li class="toctree-l3 current active"> <a class="current reference internal" href="#"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Ftools/neuronperf/neuronperf_framework_notes.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/tools/neuronperf/neuronperf_framework_notes.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/tools/neuronperf/neuronperf_framework_notes.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#pytorch"> PyTorch </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#tensorflow-1-x"> TensorFlow 1.x </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#tensorflow-2-x"> TensorFlow 2.x </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#apache-mxnet-incubating"> Apache MXNet (Incubating) </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>NeuronPerf Framework Notes</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#pytorch"> PyTorch </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#tensorflow-1-x"> TensorFlow 1.x </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#tensorflow-2-x"> TensorFlow 2.x </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#apache-mxnet-incubating"> Apache MXNet (Incubating) </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="neuronperf-framework-notes"> <span id="id1"></span><h1>NeuronPerf Framework Notes<a class="headerlink" href="#neuronperf-framework-notes" title="Permalink to this headline">#</a></h1> <div class="section" id="pytorch"> <h2>PyTorch<a class="headerlink" href="#pytorch" title="Permalink to this headline">#</a></h2> <blockquote> <div><ul class="simple"> <li><dl class="simple"> <dt>Requires: <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> or <code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code></dt><dd><ul> <li><p>Versions: 1.7.x, 1.8.x, 1.9.x, 1.10.x, 1.11.x, 1.12.x, 1.13.x</p></li> </ul> </dd> </dl> </li> <li><p>Input to <code class="docutils literal notranslate"><span class="pre">compile</span></code>: <code class="docutils literal notranslate"><span class="pre">torch.nn.Module</span></code></p></li> <li><p>Model inputs: <code class="docutils literal notranslate"><span class="pre">Any</span></code>.</p></li> </ul> </div></blockquote> </div> <div class="section" id="tensorflow-1-x"> <h2>TensorFlow 1.x<a class="headerlink" href="#tensorflow-1-x" title="Permalink to this headline">#</a></h2> <blockquote> <div><ul class="simple"> <li><dl class="simple"> <dt>Requires: <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code></dt><dd><ul> <li><p>Versions: All</p></li> </ul> </dd> </dl> </li> <li><p>Input to <code class="docutils literal notranslate"><span class="pre">compile</span></code>: Path to uncompiled model dir from <code class="docutils literal notranslate"><span class="pre">saved_model.simple_save</span></code></p></li> <li><p>Model inputs: Tensors must be provided as <code class="docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></p></li> </ul> </div></blockquote> <div class="admonition note"> <p class="admonition-title">Note</p> <p>Although TensorFlow <em>tensors</em> must be <code class="docutils literal notranslate"><span class="pre">ndarray</span></code>, this doesn’t stop you from wrapping them inside of data structures that traverse process boundaries safely. For example, you can still pass an input <code class="docutils literal notranslate"><span class="pre">dict</span></code> like <code class="docutils literal notranslate"><span class="pre">{'input_0':</span> <span class="pre">np.zeros((2,</span> <span class="pre">1))}</span></code>.</p> </div> </div> <div class="section" id="tensorflow-2-x"> <h2>TensorFlow 2.x<a class="headerlink" href="#tensorflow-2-x" title="Permalink to this headline">#</a></h2> <blockquote> <div><ul class="simple"> <li><dl class="simple"> <dt>Requires: <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> or <code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code></dt><dd><ul> <li><p>Versions: All</p></li> </ul> </dd> </dl> </li> <li><p>Input to <code class="docutils literal notranslate"><span class="pre">compile</span></code>: <code class="docutils literal notranslate"><span class="pre">tf.keras.Model</span></code></p></li> <li><p>Model inputs: Tensors must be provided as <code class="docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></p></li> </ul> </div></blockquote> <div class="admonition note"> <p class="admonition-title">Note</p> <p>Although TensorFlow <em>tensors</em> must be <code class="docutils literal notranslate"><span class="pre">ndarray</span></code>, this doesn’t stop you from wrapping them inside of data structures that traverse process boundaries safely. For example, you can still pass an input <code class="docutils literal notranslate"><span class="pre">dict</span></code> like <code class="docutils literal notranslate"><span class="pre">{'input_0':</span> <span class="pre">np.zeros((2,</span> <span class="pre">1))}</span></code>.</p> </div> </div> <div class="section" id="apache-mxnet-incubating"> <h2>Apache MXNet (Incubating)<a class="headerlink" href="#apache-mxnet-incubating" title="Permalink to this headline">#</a></h2> <blockquote> <div><ul class="simple"> <li><dl class="simple"> <dt>Requires: <code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code></dt><dd><ul> <li><p>Versions 1.5, 1.8</p></li> </ul> </dd> </dl> </li> <li><p>Input to <code class="docutils literal notranslate"><span class="pre">compile</span></code>: <code class="docutils literal notranslate"><span class="pre">tuple(sym,</span> <span class="pre">args,</span> <span class="pre">aux)</span></code></p></li> <li><p>Inputs: Tensors must be provided as <code class="docutils literal notranslate"><span class="pre">mxnet.ndarray</span></code> or <code class="docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></p></li> </ul> </div></blockquote> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="neuronperf_api.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">NeuronPerf API</p> </div> </a> <a class="right-next" id="next-link" href="neuronperf_faq.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">NeuronPerf FAQ</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:53:58.844Z
What’s New — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/tools/neuronperf/rn.html
# What’s New — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## What’s New[#](#what-s-new "Permalink to this headline") - [NeuronPerf 1.x Release Notes](../../release-notes/tools/neuronperf.html) _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>What’s New — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="NeuronPerf 1.x Release Notes" href="../../release-notes/tools/neuronperf.html"> <link rel="prev" title="NeuronPerf Troubleshooting" href="neuronperf_troubleshooting.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "tools/neuronperf/rn", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> </head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Neuron Tools </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="index.html"> NeuronPerf (Beta) </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 current active has-children"> <a class="current reference internal" href="#"> What’s New </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Ftools/neuronperf/rn.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/tools/neuronperf/rn.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/tools/neuronperf/rn.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>What’s New</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="what-s-new"> <h1>What’s New<a class="headerlink" href="#what-s-new" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> <ul> <li class="toctree-l1"><a class="reference internal" href="../../release-notes/tools/neuronperf.html">NeuronPerf 1.x Release Notes</a></li> </ul> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="neuronperf_troubleshooting.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">NeuronPerf Troubleshooting</p> </div> </a> <a class="right-next" id="next-link" href="../../release-notes/tools/neuronperf.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">NeuronPerf 1.x Release Notes</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:53:59.045Z
NeuronPerf Troubleshooting — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/tools/neuronperf/neuronperf_troubleshooting.html
# NeuronPerf Troubleshooting — AWS Neuron Documentation Table of contents - [Compilation issues](#compilation-issues) - [Model fails to compile](#model-fails-to-compile) - [Benchmarking Issues](#benchmarking-issues) - [Benchmarking terminates early with errors](#benchmarking-terminates-early-with-errors) - [Other Issues or Feature Requests](#other-issues-or-feature-requests) ## [Other Issues or Feature Requests](#id6)[#](#other-issues-or-feature-requests "Permalink to this headline") Please file a bug on [Github](https://github.com/aws/aws-neuron-sdk/issues). _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>NeuronPerf Troubleshooting — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="What’s New" href="rn.html"> <link rel="prev" title="NeuronPerf FAQ" href="neuronperf_faq.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "tools/neuronperf/neuronperf_troubleshooting", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Neuron Tools </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="index.html"> NeuronPerf (Beta) </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3 current active"> <a class="current reference internal" href="#"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Ftools/neuronperf/neuronperf_troubleshooting.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/tools/neuronperf/neuronperf_troubleshooting.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/tools/neuronperf/neuronperf_troubleshooting.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#compilation-issues"> Compilation issues </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#model-fails-to-compile"> Model fails to compile </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#benchmarking-issues"> Benchmarking Issues </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#benchmarking-terminates-early-with-errors"> Benchmarking terminates early with errors </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#other-issues-or-feature-requests"> Other Issues or Feature Requests </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>NeuronPerf Troubleshooting</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#compilation-issues"> Compilation issues </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#model-fails-to-compile"> Model fails to compile </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#benchmarking-issues"> Benchmarking Issues </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#benchmarking-terminates-early-with-errors"> Benchmarking terminates early with errors </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#other-issues-or-feature-requests"> Other Issues or Feature Requests </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="neuronperf-troubleshooting"> <span id="id1"></span><h1>NeuronPerf Troubleshooting<a class="headerlink" href="#neuronperf-troubleshooting" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#compilation-issues" id="id2">Compilation issues</a></p> <ul> <li><p><a class="reference internal" href="#model-fails-to-compile" id="id3">Model fails to compile</a></p></li> </ul> </li> <li><p><a class="reference internal" href="#benchmarking-issues" id="id4">Benchmarking Issues</a></p> <ul> <li><p><a class="reference internal" href="#benchmarking-terminates-early-with-errors" id="id5">Benchmarking terminates early with errors</a></p></li> </ul> </li> <li><p><a class="reference internal" href="#other-issues-or-feature-requests" id="id6">Other Issues or Feature Requests</a></p></li> </ul> </div> <div class="section" id="compilation-issues"> <h2><a class="toc-backref" href="#id2">Compilation issues</a><a class="headerlink" href="#compilation-issues" title="Permalink to this headline">#</a></h2> <div class="section" id="model-fails-to-compile"> <h3><a class="toc-backref" href="#id3">Model fails to compile</a><a class="headerlink" href="#model-fails-to-compile" title="Permalink to this headline">#</a></h3> <p>Please <a class="reference external" href="https://github.com/aws/aws-neuron-sdk/issues">file a bug</a> with as much information as possible.</p> </div> </div> <div class="section" id="benchmarking-issues"> <h2><a class="toc-backref" href="#id4">Benchmarking Issues</a><a class="headerlink" href="#benchmarking-issues" title="Permalink to this headline">#</a></h2> <div class="section" id="benchmarking-terminates-early-with-errors"> <h3><a class="toc-backref" href="#id5">Benchmarking terminates early with errors</a><a class="headerlink" href="#benchmarking-terminates-early-with-errors" title="Permalink to this headline">#</a></h3> <ul class="simple"> <li><dl class="simple"> <dt>Scroll up and read the output. Most likely causes are:</dt><dd><ul> <li><p>invalid input shapes or</p></li> <li><p>not enough memory to load the requested number of model copies on the device. Try passing <code class="docutils literal notranslate"><span class="pre">n_models=1</span></code> to <code class="docutils literal notranslate"><span class="pre">benchmark</span></code> again to test for memory issues.</p></li> </ul> </dd> </dl> </li> </ul> </div> </div> <div class="section" id="other-issues-or-feature-requests"> <h2><a class="toc-backref" href="#id6">Other Issues or Feature Requests</a><a class="headerlink" href="#other-issues-or-feature-requests" title="Permalink to this headline">#</a></h2> <p>Please file a bug on <a class="reference external" href="https://github.com/aws/aws-neuron-sdk/issues">Github</a>.</p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="neuronperf_faq.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">NeuronPerf FAQ</p> </div> </a> <a class="right-next" id="next-link" href="rn.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">What’s New</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:53:59.104Z
Neuron Calculator — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/calculator/neuron-calculator.html
# Neuron Calculator — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## Neuron Calculator[#](#neuron-calculator "Permalink to this headline") ## Number of NeuronCores needed for LLM Inference Please enter model configurations (You can enter multiple values of each hyperparameter. Press enter after adding each value in the text field) Number of Attention Heads: Tensor Parallel Degree Constraint (Flexible tensor parallelism (TP) is not supported for certain models like GPT-J and GPT-NeoX in transformers-neuronx. Checking this box will flag a TP degree as invalid if the number of attention heads is not divisible by it.) _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Neuron Calculator — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="Setup Guide" href="../setup/index.html"> <link rel="prev" title="NeuronPerf 1.x Release Notes" href="../../release-notes/tools/neuronperf.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/calculator/neuron-calculator", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active"> <a class="current reference internal" href="#"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/calculator/neuron-calculator.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/calculator/neuron-calculator.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/general/calculator/neuron-calculator.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Neuron Calculator</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="neuron-calculator"> <span id="id1"></span><h1>Neuron Calculator<a class="headerlink" href="#neuron-calculator" title="Permalink to this headline">#</a></h1> <link href="https://cdnjs.cloudflare.com/ajax/libs/choices.js/1.1.6/styles/css/choices.min.css" rel="stylesheet"> <script src="https://cdnjs.cloudflare.com/ajax/libs/choices.js/1.1.6/choices.min.js"></script> <script> require.config({ paths: { mathjs: 'https://cdnjs.cloudflare.com/ajax/libs/mathjs/11.8.0/math.min' } }); </script> <div class="container"> <div id="neuron-calculator-select" class="form-group row"> <label for="formSelect" class="col-sm-3 col-form-label fw-bold text-end"> Select the Calculator</label> <div class="col-sm-8"> <select class="form-control" id="formSelect" name="formSelect"> <option value="compute-core-form"> NeuronCores needed for LLM Inference</option> </select> </div> </div> <form id="compute-core-form" method="get" onkeydown="return event.key != 'Enter';" onsubmit="submitComputeCoreForm(); return false;"> <h2> Number of NeuronCores needed for LLM Inference</h2> <span style="margin-bottom:5px;">Please enter model configurations (You can enter multiple values of each hyperparameter. Press enter after adding each value in the text field) </span> <div class="form-group row"> <label for="model-select" class="col-sm-3 col-form-label fw-bold text-end"> Model: </label> <div class="col-sm-8"> <select class="form-control" id="model-select" style="width:100%;"> <option value="custom-llm-model"> Custom LLM Model </option> <optgroup label="Sample Model Configuration" class="font-weight-bold"> <option value="opt-66b"> opt-66b </option> <option value="meta-llama/llama-2-7b"> meta-llama/Llama-2-7b </option> <option value="meta-llama/llama-2-13b"> meta-llama/Llama-2-13b </option> </optgroup> </select> </div> </div> <div class="form-group row"> <label for="instance-type" class="col-sm-3 col-form-label fw-bold text-end"> Instance Type: </label> <div class="col-sm-8"> <select class="form-control" id="instance-type"> <option value="Inf2"> Inf2 </option> <option value="Trn1"> Trn1 </option> </select> </div> </div> <div class="form-group row"> <label for="data-type" class="col-sm-3 col-form-label fw-bold text-end"> Data Type: </label> <div class="col-sm-8"> <select class="form-control" id="data-type"> <option value="BF16 / FP16" selected=""> BF16 / FP16 </option> </select> </div> </div> <div class="form-group row"> <label for="batch-size" title="Enter the Batch Size" class="col-sm-3 col-form-label fw-bold text-end"> Batch Size: <!-- <i class="fa fa-info-circle" aria-hidden="true"> </i> --> </label> <div class="col-sm-8"> <div class="choices" data-type="text" aria-haspopup="true" aria-expanded="false"><div class="choices__inner"><input type="text" class="form-control choices__input is-hidden" id="batch-size" placeholder="" tabindex="-1" style="display:none;" aria-hidden="true" data-choice="active" value=""><div class="choices__list choices__list--multiple"></div><input type="text" class="choices__input choices__input--cloned" autocomplete="off" autocapitalize="off" spellcheck="false" role="textbox" aria-autocomplete="list"></div><div class="choices__list choices__list--dropdown" aria-expanded="false"></div></div> </div> </div> <div class="form-group row"> <label for="max-sequence-length" class="col-sm-3 col-form-label fw-bold text-end"> Max Sequence Length:</label> <div class="col-sm-8"> <div class="choices" data-type="text" aria-haspopup="true" aria-expanded="false"><div class="choices__inner"><input type="text" class="form-control choices__input is-hidden" id="max-sequence-length" placeholder="" tabindex="-1" style="display:none;" aria-hidden="true" data-choice="active" value=""><div class="choices__list choices__list--multiple"></div><input type="text" class="choices__input choices__input--cloned" autocomplete="off" autocapitalize="off" spellcheck="false" role="textbox" aria-autocomplete="list"></div><div class="choices__list choices__list--dropdown" aria-expanded="false"></div></div> </div> </div> <div class="form-group row"> <label for="num-embeddings" class="col-sm-3 col-form-label fw-bold text-end"> Embedding Dimension:</label> <div class="col-sm-8"> <div class="choices" data-type="text" aria-haspopup="true" aria-expanded="false"><div class="choices__inner"><input type="text" class="form-control choices__input is-hidden" id="num-embeddings" placeholder="" tabindex="-1" style="display:none;" aria-hidden="true" data-choice="active" value=""><div class="choices__list choices__list--multiple"></div><input type="text" class="choices__input choices__input--cloned" autocomplete="off" autocapitalize="off" spellcheck="false" role="textbox" aria-autocomplete="list"></div><div class="choices__list choices__list--dropdown" aria-expanded="false"></div></div> </div> </div> <div class="form-group row"> <label for="num-attention-heads" class="col-sm-3 col-form-label fw-bold text-end"> Number of Attention Heads:</label> <div class="col-sm-8"> <div class="choices" data-type="text" aria-haspopup="true" aria-expanded="false"><div class="choices__inner"><input type="text" class="form-control choices__input is-hidden" id="num-attention-heads" placeholder="" tabindex="-1" style="display:none;" aria-hidden="true" data-choice="active" value=""><div class="choices__list choices__list--multiple"></div><input type="text" class="choices__input choices__input--cloned" autocomplete="off" autocapitalize="off" spellcheck="false" role="textbox" aria-autocomplete="list"></div><div class="choices__list choices__list--dropdown" aria-expanded="false"></div></div> </div> </div> <div class="form-group row"> <label for="num-layers" class="col-sm-3 col-form-label fw-bold text-end"> Number of Layers:</label> <div class="col-sm-8"> <div class="choices" data-type="text" aria-haspopup="true" aria-expanded="false"><div class="choices__inner"><input type="text" name="num-layers" class="form-control choices__input is-hidden" id="num-layers" tabindex="-1" style="display:none;" aria-hidden="true" data-choice="active" value=""><div class="choices__list choices__list--multiple"></div><input type="text" class="choices__input choices__input--cloned" autocomplete="off" autocapitalize="off" spellcheck="false" role="textbox" aria-autocomplete="list"></div><div class="choices__list choices__list--dropdown" aria-expanded="false"></div></div> </div> </div> <div class="form-group row"> <div class="form-check"> <input type="checkbox" style="width:20px;height:20px;margin-left:5px;" name="num-attention-heads-divisible" class="form-check-input" id="num-attention-heads-divisible"> <label for="num-attention-heads-divisible" class="form-check-label" style="margin-left:35px;"> Tensor Parallel Degree Constraint (Flexible tensor parallelism (TP) is not supported for certain models like GPT-J and GPT-NeoX in transformers-neuronx. Checking this box will flag a TP degree as invalid if the number of attention heads is not divisible by it.) </label> </div> </div> <div id="warningMessage" class="alert alert-warning text-danger" style="display:none;"> Invalid model configurations entered. Each text field accepts multiple values. Please press Enter after adding a new value to the text field.</div> <div id="submit-button-row" class="form-group row"> <div class="col-sm-9 offset-sm-3 text-center"> <div class="mt-3"> <button id="submit-button" type="submit" class="btn btn-primary ml-25"> Submit</button> </div> </div> </div> </form></div> <div id="calculator-result" style="margin-bottom:50px;"> </div> <table id="results-table" class="table" style="display:none;"> <thead> <tr> <th> Batch Size </th> <th> Max Seq Length </th> <th> Embedding Dimension </th> <th> Num Attention Heads </th> <th> Num Layers </th> <th> Memory Footprint (GB)</th> <th> TP Degree(NeuronCores) </th> <th> Instances Recommended </th> </tr> </thead> <tbody id="results-body"> </tbody> </table> <div id="reset-button-row" class="form-group row" style="display:none;margin-bottom:50px;"> <div class="col-sm-9 offset-sm-2 text-center"> <div class="mt-3"> <button id="edit-button" class="btn btn-primary ml-15 mr-3"> Edit Model Configuration</button> <button id="reset-button" class="btn btn-primary ml-25"> Reset Calculator</button> <!--<button id="reset-button" class="btn btn-primary ml-25"> Reset Calculator</button> --> </div> </div> </div> <style> .choices__list--multiple .choices__item { background-color: #6c757d; color: #ffffff; } .table { border-top: 1px solid black; margin-top: 20px; margin-bottom: 20px; } .green-row { background-color: #c8e6c9 ; } .table-row { border-bottom: 1px solid black; } </style><script> var numLayersField ; var batchSizeField; var maxSequenceLengthField; var numEmbeddingDimensionField; var numAttentionHeadsField; var modelSelectSavedHTML = ""; var modelSelectSavedValue = ""; var instanceTypeSavedHTML = ""; var instanceTypeSavedValue = ""; var dataTypeSavedHTML = ""; var dataTypeSavedValue = ""; document.addEventListener('DOMContentLoaded', function() { numLayersField = new Choices('#num-layers' , { maxItemCount: 8, valueField: 'id', labelField: 'title', searchField: 'title', shouldSort: false , searchEnabled: false , create: true , removeItemButton:true, duplicateItems: false, }); batchSizeField = new Choices('#batch-size' , { maxItemCount: 8, valueField: 'id', labelField: 'title', searchField: 'title', shouldSort: false , searchEnabled: false , create: true , removeItemButton:true, duplicateItems: false, }); maxSequenceLengthField = new Choices('#max-sequence-length' , { maxItemCount: 8, valueField: 'id', labelField: 'title', searchField: 'title', shouldSort: false , searchEnabled: false , create: true , removeItemButton:true, duplicateItems: false, }); numEmbeddingDimensionField = new Choices('#num-embeddings' , { maxItemCount: 8, valueField: 'id', labelField: 'title', searchField: 'title', shouldSort: false , searchEnabled: false , create: true , removeItemButton:true, duplicateItems: false, }); numAttentionHeadsField = new Choices('#num-attention-heads' , { maxItemCount: 8, valueField: 'id', labelField: 'title', searchField: 'title', shouldSort: false , searchEnabled: false , create: true , removeItemButton:true, duplicateItems: false, }); }); function modelSelectOnChangeHandler() { var modelSelected=$(this).val(); if(modelSelected=='opt-66b'){ batchSizeField.clearStore(); batchSizeField.setValue([{value: '16', label: '16'},]); maxSequenceLengthField.clearStore(); maxSequenceLengthField.setValue([{value: '2048', label: '2048'},]); numEmbeddingDimensionField.clearStore(); numEmbeddingDimensionField.setValue([{value: '9216', label: '9216'},]); numLayersField.clearStore(); numLayersField.setValue([{value: '64', label: '64'},]); numAttentionHeadsField.clearStore(); numAttentionHeadsField.setValue([{value: '72', label: '72'},]); } else if(modelSelected == 'meta-llama/llama-2-7b'){ batchSizeField.clearStore(); batchSizeField.setValue([{value: '16', label: '16'},]); maxSequenceLengthField.clearStore(); maxSequenceLengthField.setValue([{value: '4096', label: '4096'},]); numEmbeddingDimensionField.clearStore(); numEmbeddingDimensionField.setValue([{value: '4096', label: '4096'},]); numLayersField.clearStore(); numLayersField.setValue([{value: '32', label: '32'},]); numAttentionHeadsField.clearStore(); numAttentionHeadsField.setValue([{value: '32', label: '32'},]); } else if(modelSelected == 'meta-llama/llama-2-13b'){ batchSizeField.clearStore(); batchSizeField.setValue([{value: '16', label: '16'},]); maxSequenceLengthField.clearStore(); maxSequenceLengthField.setValue([{value: '4096', label: '4096'},]); numEmbeddingDimensionField.clearStore(); numEmbeddingDimensionField.setValue([{value: '5120', label: '5120'},]); numLayersField.clearStore(); numLayersField.setValue([{value: '40', label: '40'},]); numAttentionHeadsField.clearStore(); numAttentionHeadsField.setValue([{value: '40', label: '40'},]); } else if(modelSelected=='custom-llm-model') { batchSizeField.clearStore(); maxSequenceLengthField.clearStore(); numEmbeddingDimensionField.clearStore(); numLayersField.clearStore(); numAttentionHeadsField.clearStore(); } else if(modelSelected=='import-hf-model') { var hfDivLabel= document.getElementById('hf-model-url-label'); hfDivLabel.style.display = 'block'; var hfDiv= document.getElementById('hf-model-url-input-field'); hfDiv.style.display = 'block'; var hfDivButton= document.getElementById('hf-model-url-import-button'); hfDivButton.style.display = 'block'; document.getElementById("hf-model-url-import-button").addEventListener("click",function() { processHFImport(); } ); } } $(document).ready(function() { $('#formSelect').on('change',function() { var form=$(this).val(); if(form=='compute-core-form'){ $('#compute-core-form').show(); // $('#batch-size-form').hide(); } //else if(form=='batch-size-form'){ // $('#batch-size-form').show(); // $('#compute-core-form').hide(); //} }); $('#model-select').on('change',modelSelectOnChangeHandler); $('#compute-core-form').show(); $('#batch-size-form').hide(); }); function processHFImport() { var hfModelURL= $("#hf-model-url").val(); var hfModelJSONURL = hfModelURL + "/raw/main/config.json"; var xhr = new XMLHttpRequest(); xhr.open('GET',hfModelJSONURL,true); xhr.onload = function() { if(xhr.status==200) { var data = JSON.parse(xhr.responseText); var numLayersVal = -1; var numEmbeddingsVal = -1; if ('n_layer' in data) { numLayersVal = data.n_layer; } if ('hidden_size' in data) { numEmbeddingsVal = data.hidden_size; } if(numLayersVal > -1) { numLayersField.clearStore(); numLayersField.setValue([{value: numLayersVal, label: numLayersVal},]); } if(numEmbeddingsVal > -1) { numEmbeddingDimensionField.clearStore(); numEmbeddingDimensionField.setValue([{value: numEmbeddingsVal, label: numEmbeddingsVal},]); } } }; xhr.send(); } function submitComputeCoreForm() { require(['mathjs'], function(math) { batchSizeVals = batchSizeField.getValue(true); maxSequenceLengthVals = maxSequenceLengthField.getValue(true); numEmbeddingDimensionVals = numEmbeddingDimensionField.getValue(true); numAttentionHeadsVals = numAttentionHeadsField.getValue(true); var numAttentionHeadsDivisibleField = document.getElementById("num-attention-heads-divisible"); attentionHeadsConstraint = false; if(numAttentionHeadsDivisibleField.checked) { attentionHeadsConstraint = true; } numLayersVals = numLayersField.getValue(true); const dataTypeSelected= $("#data-type").val(); const dTypeSize = math.bignumber(2); const instanceTypeSelected = $("#instance-type").val(); const modelSelected= $("#model-select").val(); //var hfModelURL= $("#hf-model-url").val(); var calculatorResultStr = ''; var resultsTable = document.getElementById('results-table'); var resultsBody = document.getElementById('results-body'); var warningMessage = document.getElementById('warningMessage') var inf2Cores = {'Inf2.xlarge':2 , 'Inf2.8xlarge':2 , 'Inf2.24xlarge':12 , 'Inf2.48xlarge':24 }; var inf2Keys = Object.keys(inf2Cores); var trn1Cores = { 'Trn1.2xlarge':2 , 'Trn1.32xlarge':32}; var trn1Keys = Object.keys(trn1Cores); if(batchSizeVals=== null || numEmbeddingDimensionVals=== null || maxSequenceLengthVals=== null || numLayersVals=== null || (batchSizeVals.length === 0) || (maxSequenceLengthVals.length === 0) || (numEmbeddingDimensionVals.length === 0) || (numAttentionHeadsVals.length === 0) || (numLayersVals.length === 0) ) { event.preventDefault(); warningMessage.style.display = 'block'; return false; } rowBackgroundColor = "#f5f5f5" ; for(let i=0; i<batchSizeVals.length; i++) { for(let j=0; j<maxSequenceLengthVals.length; j++) { for(let k=0; k<numEmbeddingDimensionVals.length; k++) { for(let m=0; m<numAttentionHeadsVals.length; m++) { for(let l=0; l<numLayersVals.length; l++) { rowBackgroundColor = (rowBackgroundColor === "#f5f5f5") ? "#e0e0e0" : "#f5f5f5" batchSize = math.bignumber(parseInt(batchSizeVals[i])); maxSequenceLength = math.bignumber(parseInt(maxSequenceLengthVals[j])); numEmbeddings = math.bignumber(parseInt(numEmbeddingDimensionVals[k])); numLayers = math.bignumber(parseInt(numLayersVals[l])); numAttentionHeads = math.bignumber(parseInt(numAttentionHeadsVals[m])); weightMemFootPrintBytes = math.multiply(12,numLayers,math.pow(numEmbeddings,2),dTypeSize); weightMemFootPrintGB = math.divide(weightMemFootPrintBytes,math.pow(1024,3)) kvCacheMemFootPrintBytes = math.multiply(batchSize,numLayers,maxSequenceLength,numEmbeddings,2,dTypeSize); kvCacheMemFootPrintGB = math.divide(kvCacheMemFootPrintBytes,math.pow(1024,3)) memFootPrintGB = math.add(weightMemFootPrintGB,kvCacheMemFootPrintGB); memFootPrintGBRounded = math.ceil(memFootPrintGB) numCoresCeiled = math.ceil(math.divide(memFootPrintGB,16)); if(isNaN(batchSize) || isNaN(numEmbeddings) || isNaN(maxSequenceLength) || isNaN(numLayers) || batchSize<=0 || numEmbeddings<=0 || numAttentionHeads<=0 || maxSequenceLength<=0 || numLayers<=0 ) { event.preventDefault(); warningMessage.style.display = 'block'; return false; } else { warningMessage.style.display = 'none'; } var neuronCoresNeeded = -1 var tensorParallelDegreesSupported = []; if (instanceTypeSelected == 'Trn1') { tensorParallelDegreesSupported = [2,8,32]; } else if (instanceTypeSelected == 'Inf2') { tensorParallelDegreesSupported = [2,4,8,12,24]; } //alert("tensor parallel degrees supported on instance:" + tensorParallelDegreesSupported); //alert("num cores ceiled:" + numCoresCeiled) var tpDegreesPossible = []; for (let p=0; p < tensorParallelDegreesSupported.length; p++) { if(numCoresCeiled <= tensorParallelDegreesSupported[p]) { neuronCoresNeeded = tensorParallelDegreesSupported[p]; for(let q=p ; q < tensorParallelDegreesSupported.length; q++) { var curPossibleTPDegree = tensorParallelDegreesSupported[q] tpDegreesPossible.push(curPossibleTPDegree); } break; } } //alert("tp degrees possible:" + tpDegreesPossible) if(tpDegreesPossible.length == 0) { var row = document.createElement('tr'); row.style.backgroundColor = rowBackgroundColor var batchSizeCell = document.createElement('td'); var maxSequenceLengthCell = document.createElement('td'); var numEmbeddingsCell = document.createElement('td'); var numAttentionHeadsCell = document.createElement('td'); var numLayersCell = document.createElement('td'); var memoryFootprintCell = document.createElement('td'); var numCoresCell = document.createElement('td'); var instancesSupportedCell = document.createElement('td'); batchSizeCell.textContent = batchSize; maxSequenceLengthCell.textContent = maxSequenceLength; numEmbeddingsCell.textContent = numEmbeddings; numAttentionHeadsCell.textContent = numAttentionHeads; numLayersCell.textContent = numLayers; memoryFootprintCell.textContent = memFootPrintGBRounded numCoresCell.textContent = "N/A"; instancesSupportedCell.style.color = 'red' ; instancesSupportedCellStr = "Does not fit in Single Instance. Multiple Instances needed" var rawHtmlElement = document.createElement('div'); rawHtmlElement.innerHTML = instancesSupportedCellStr var sphinxHTMLString = '\n\n ' + rawHtmlElement.outerHTML; instancesSupportedCell.innerHTML = sphinxHTMLString row.classList.add('table-row'); row.appendChild(batchSizeCell); row.appendChild(maxSequenceLengthCell); row.appendChild(numEmbeddingsCell); row.appendChild(numAttentionHeadsCell); row.appendChild(numLayersCell); row.appendChild(memoryFootprintCell); row.appendChild(numCoresCell); row.appendChild(instancesSupportedCell); //alert(row.innerHTML) resultsBody.appendChild(row); } for (let q=0;q<tpDegreesPossible.length; q++) { var row = document.createElement('tr'); row.style.backgroundColor = rowBackgroundColor var batchSizeCell = document.createElement('td'); var maxSequenceLengthCell = document.createElement('td'); var numEmbeddingsCell = document.createElement('td'); var numAttentionHeadsCell = document.createElement('td'); var numLayersCell = document.createElement('td'); var memoryFootprintCell = document.createElement('td'); var numCoresCell = document.createElement('td'); var instancesSupportedCell = document.createElement('td'); batchSizeCell.textContent = batchSize; maxSequenceLengthCell.textContent = maxSequenceLength; numEmbeddingsCell.textContent = numEmbeddings; numAttentionHeadsCell.textContent = numAttentionHeads; numLayersCell.textContent = numLayers; memoryFootprintCell.textContent = memFootPrintGBRounded var instancesSupportedCellStr = ""; var tpDegree = tpDegreesPossible[q] if(neuronCoresNeeded>0 && (!attentionHeadsConstraint || (numAttentionHeads % tpDegree === 0))) { numCoresCell.textContent = tpDegree if(instanceTypeSelected === "Inf2") { for(var p=0; p<inf2Keys.length ; p++) { var inf2InstanceSize = inf2Keys[p]; var instanceCores = inf2Cores[inf2InstanceSize] if(instanceCores>=tpDegree) { if(instancesSupportedCellStr.length >0) instancesSupportedCellStr += "<br>"; instancesSupportedCellStr += inf2InstanceSize } } } else if(instanceTypeSelected === "Trn1") { for(var p=0; p<trn1Keys.length ; p++) { var trn1InstanceSize = trn1Keys[p]; var instanceCores = trn1Cores[trn1InstanceSize] if(instanceCores>=tpDegree) { if(instancesSupportedCellStr.length >0) instancesSupportedCellStr += "<br>"; instancesSupportedCellStr += trn1InstanceSize } } } if(instancesSupportedCellStr.length>0) { if(tpDegreesPossible.length>1) { if(q === 0) { numCoresCell.textContent = numCoresCell.textContent + "(Min NeuronCores Reqd)"; } else if(q === (tpDegreesPossible.length-1)) { numCoresCell.textContent = numCoresCell.textContent + "(Best Latency)"; } else { numCoresCell.textContent = numCoresCell.textContent } } else { numCoresCell.textContent = numCoresCell.textContent + "(Min NeuronCores Reqd)"; } } else { numCoresCell.textContent = numCoresCell.textContent; } instancesSupportedCell.textContent = "Inf2 or Trn1 instances" // row.classList.add('green-row') } else if((neuronCoresNeeded>0 && attentionHeadsConstraint && (numAttentionHeads % tpDegree != 0))) { numCoresCell.textContent = tpDegree instancesSupportedCell.style.color = 'red' ; instancesSupportedCellStr = "TP degree not supported. Number of attention heads must be divisible by TP degree." // row.classList.add('red-row') } else{ numCoresCell.textContent = "N/A"; instancesSupportedCell.style.color = 'red' ; instancesSupportedCellStr = "Does not fit in Single Instance. Multiple Instances needed" // row.classList.add('red-row') } var rawHtmlElement = document.createElement('div'); rawHtmlElement.innerHTML = instancesSupportedCellStr var sphinxHTMLString = '\n\n ' + rawHtmlElement.outerHTML; instancesSupportedCell.innerHTML = sphinxHTMLString row.classList.add('table-row'); row.appendChild(batchSizeCell); row.appendChild(maxSequenceLengthCell); row.appendChild(numEmbeddingsCell); row.appendChild(numAttentionHeadsCell); row.appendChild(numLayersCell); row.appendChild(memoryFootprintCell); row.appendChild(numCoresCell); row.appendChild(instancesSupportedCell); //alert(row.innerHTML) resultsBody.appendChild(row); } } } } } } $('#submit-button-row').hide(); $('#neuron-calculator-select').hide(); var calculatorResult = document.getElementById('calculator-result'); calculatorResult.innerHTML = "For more details on how the number of NeuronCores is computed, please refer to the <a href='https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html#how-many-neuroncores-do-i-need'>LLM Inference App Note</a>"; //$('#calculator-result').replaceWith("For more details on how the number of min NeuronCores are computed, please refer to the <a href='https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html#how-many-neuroncores-do-i-need'>LLM Inference App Note</a>"); resultsTable.style.display = 'block'; $('#reset-button-row').show(); batchSizeField.disable(); maxSequenceLengthField.disable(); numEmbeddingDimensionField.disable(); numLayersField.disable(); numAttentionHeadsField.disable(); var numAttentionHeadsDivisibleField = document.getElementById("num-attention-heads-divisible"); numAttentionHeadsDivisibleField.disabled = true; const choiceCloseButtons = document.querySelectorAll('.choices__button'); choiceCloseButtons.forEach(button => { button.disabled=true;} ); modelSelectSavedHTML = document.getElementById("model-select").outerHTML; modelSelectSavedValue = modelSelected instanceTypeSavedHTML = document.getElementById("instance-type").outerHTML; instanceTypeSavedValue = instanceTypeSelected dataTypeSavedHTML = document.getElementById("data-type").outerHTML; dataTypeSavedValue = dataTypeSelected // $('#hf-model-url').replaceWith('<span id="hf-model-url" class="readonly-text" style="margin-top:5px;display:flex;">' + hfModelURL + '</span>'); $('#model-select').replaceWith('<span id="model-select" class="readonly-text" style="margin-top:5px;display:flex;">' + modelSelected + '</span>'); $('#instance-type').replaceWith('<span id="instance-type" class="readonly-text" style="margin-top:5px;display:flex;" >' + instanceTypeSelected + '</span>'); $('#data-type').replaceWith('<span id="data-type" class="readonly-text" style="margin-top:5px;display:flex;" >' + dataTypeSelected + '</span>'); }); return false; } function editNeuronCalculatorConfiguration() { batchSizeField.enable(); maxSequenceLengthField.enable(); numEmbeddingDimensionField.enable(); numLayersField.enable(); numAttentionHeadsField.enable(); var numAttentionHeadsDivisibleField = document.getElementById("num-attention-heads-divisible"); numAttentionHeadsDivisibleField.disabled = false; const choiceCloseButtons = document.querySelectorAll('.choices__button'); choiceCloseButtons.forEach(button => { button.disabled=false;} ); $('#reset-button-row').hide(); $('#submit-button-row').show(); $('#neuron-calculator-select').show(); document.getElementById('model-select').outerHTML = modelSelectSavedHTML; document.getElementById('model-select').value = modelSelectSavedValue; document.getElementById('model-select').addEventListener("change",modelSelectOnChangeHandler) document.getElementById('instance-type').outerHTML = instanceTypeSavedHTML; document.getElementById('instance-type').value = instanceTypeSavedValue; document.getElementById('data-type').outerHTML = dataTypeSavedHTML; document.getElementById('data-type').value = dataTypeSavedValue; var calculatorResult = document.getElementById('calculator-result'); calculatorResult.innerHTML = ""; var resultsTable = document.getElementById('results-table'); for (var i=resultsTable.rows.length-1; i>0; i--) { resultsTable.deleteRow(i); } resultsTable.style.display = 'none'; } function resetNeuronCalculator() { location.reload(); } document.getElementById("edit-button").addEventListener("click",function() { editNeuronCalculatorConfiguration(); } ); document.getElementById("reset-button").addEventListener("click",function() { resetNeuronCalculator(); } ); $(function() { $('[data-toggle="tooltip"]').tooltip(); } ); </script><p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../../release-notes/tools/neuronperf.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">NeuronPerf 1.x Release Notes</p> </div> </a> <a class="right-next" id="next-link" href="../setup/index.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Setup Guide</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:53:59.299Z
NeuronPerf 1.x Release Notes — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/tools/neuronperf.html
# NeuronPerf 1.x Release Notes — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## NeuronPerf 1.x Release Notes[#](#neuronperf-1-x-release-notes "Permalink to this headline") [NeuronPerf](../../tools/neuronperf/index.html#neuronperf) is a lightweight Python library with a simple API that enables fast measurements of performance when running models using Neuron. Table of Contents - [NeuronPerf release \[1.8.7.0\]](#neuronperf-release-1-8-7-0) - [NeuronPerf release \[1.7.0.0\]](#neuronperf-release-1-7-0-0) - [NeuronPerf release \[1.6.0.0\]](#neuronperf-release-1-6-0-0) - [NeuronPerf release \[1.3.0.0\]](#neuronperf-release-1-3-0-0) - [NeuronPerf release \[1.2.0.0\]](#neuronperf-release-1-2-0-0) ## [NeuronPerf release \[1.8.7.0\]](#id1)[#](#neuronperf-release-1-8-7-0 "Permalink to this headline") Date: 8/28/2023 - Minor updates ## [NeuronPerf release \[1.7.0.0\]](#id2)[#](#neuronperf-release-1-7-0-0 "Permalink to this headline") Date: 3/28/2023 - Adds trn1/inf2 support for PyTorch and TensorFlow 2.x - Uses new IMDSv2 for obtaining instance types ## [NeuronPerf release \[1.6.0.0\]](#id3)[#](#neuronperf-release-1-6-0-0 "Permalink to this headline") Date: 11/23/2022 - New Evaluation + metrics API (see NeuronPerf Evaluation Guide) - Support map and iterable-type torch datasets - Support custom torch DataLoader args via dataloader\_kwargs - New get\_report\_by\_tag utility to identify specific configurations - Python 3.7+ now default from 3.6 - Pricing and sizing info updated for inf1 + trn1 Bug fixes - GPU inputs are now moved correctly ## [NeuronPerf release \[1.3.0.0\]](#id4)[#](#neuronperf-release-1-3-0-0 "Permalink to this headline") Date: 04/29/2022 - Minor updates ## [NeuronPerf release \[1.2.0.0\]](#id5)[#](#neuronperf-release-1-2-0-0 "Permalink to this headline") Date: 03/25/2022 - Initial release of NeuronPerf - Supports PyTorch, TensorFlow, and Apache MXNet (Incubating). - Supports customizable JSON and CSV reports - See [NeuronPerf (Beta)](../../tools/neuronperf/index.html#neuronperf) for more information. _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>NeuronPerf 1.x Release Notes — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="Neuron Calculator" href="../../general/calculator/neuron-calculator.html"> <link rel="prev" title="What’s New" href="../../tools/neuronperf/rn.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "release-notes/tools/neuronperf", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><script type="text/javascript" src="/_/static/vendor/jquery.js"></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Frelease-notes/tools/neuronperf.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/release-notes/tools/neuronperf.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/release-notes/tools/neuronperf.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuronperf-release-1-8-7-0"> NeuronPerf release [1.8.7.0] </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuronperf-release-1-7-0-0"> NeuronPerf release [1.7.0.0] </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuronperf-release-1-6-0-0"> NeuronPerf release [1.6.0.0] </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuronperf-release-1-3-0-0"> NeuronPerf release [1.3.0.0] </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuronperf-release-1-2-0-0"> NeuronPerf release [1.2.0.0] </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>NeuronPerf 1.x Release Notes</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuronperf-release-1-8-7-0"> NeuronPerf release [1.8.7.0] </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuronperf-release-1-7-0-0"> NeuronPerf release [1.7.0.0] </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuronperf-release-1-6-0-0"> NeuronPerf release [1.6.0.0] </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuronperf-release-1-3-0-0"> NeuronPerf release [1.3.0.0] </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuronperf-release-1-2-0-0"> NeuronPerf release [1.2.0.0] </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="neuronperf-1-x-release-notes"> <span id="neuronperf-rn"></span><h1>NeuronPerf 1.x Release Notes<a class="headerlink" href="#neuronperf-1-x-release-notes" title="Permalink to this headline">#</a></h1> <p><a class="reference internal" href="../../tools/neuronperf/index.html#neuronperf"><span class="std std-ref">NeuronPerf</span></a> is a lightweight Python library with a simple API that enables fast measurements of performance when running models using Neuron.</p> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#neuronperf-release-1-8-7-0" id="id1">NeuronPerf release [1.8.7.0]</a></p></li> <li><p><a class="reference internal" href="#neuronperf-release-1-7-0-0" id="id2">NeuronPerf release [1.7.0.0]</a></p></li> <li><p><a class="reference internal" href="#neuronperf-release-1-6-0-0" id="id3">NeuronPerf release [1.6.0.0]</a></p></li> <li><p><a class="reference internal" href="#neuronperf-release-1-3-0-0" id="id4">NeuronPerf release [1.3.0.0]</a></p></li> <li><p><a class="reference internal" href="#neuronperf-release-1-2-0-0" id="id5">NeuronPerf release [1.2.0.0]</a></p></li> </ul> </div> <div class="section" id="neuronperf-release-1-8-7-0"> <h2><a class="toc-backref" href="#id1">NeuronPerf release [1.8.7.0]</a><a class="headerlink" href="#neuronperf-release-1-8-7-0" title="Permalink to this headline">#</a></h2> <p>Date: 8/28/2023</p> <ul class="simple"> <li><p>Minor updates</p></li> </ul> </div> <div class="section" id="neuronperf-release-1-7-0-0"> <h2><a class="toc-backref" href="#id2">NeuronPerf release [1.7.0.0]</a><a class="headerlink" href="#neuronperf-release-1-7-0-0" title="Permalink to this headline">#</a></h2> <p>Date: 3/28/2023</p> <ul class="simple"> <li><p>Adds trn1/inf2 support for PyTorch and TensorFlow 2.x</p></li> <li><p>Uses new IMDSv2 for obtaining instance types</p></li> </ul> </div> <div class="section" id="neuronperf-release-1-6-0-0"> <h2><a class="toc-backref" href="#id3">NeuronPerf release [1.6.0.0]</a><a class="headerlink" href="#neuronperf-release-1-6-0-0" title="Permalink to this headline">#</a></h2> <p>Date: 11/23/2022</p> <ul class="simple"> <li><p>New Evaluation + metrics API (see NeuronPerf Evaluation Guide)</p></li> <li><p>Support map and iterable-type torch datasets</p></li> <li><p>Support custom torch DataLoader args via dataloader_kwargs</p></li> <li><p>New get_report_by_tag utility to identify specific configurations</p></li> <li><p>Python 3.7+ now default from 3.6</p></li> <li><p>Pricing and sizing info updated for inf1 + trn1</p></li> </ul> <p>Bug fixes</p> <ul class="simple"> <li><p>GPU inputs are now moved correctly</p></li> </ul> </div> <div class="section" id="neuronperf-release-1-3-0-0"> <h2><a class="toc-backref" href="#id4">NeuronPerf release [1.3.0.0]</a><a class="headerlink" href="#neuronperf-release-1-3-0-0" title="Permalink to this headline">#</a></h2> <p>Date: 04/29/2022</p> <ul class="simple"> <li><p>Minor updates</p></li> </ul> </div> <div class="section" id="neuronperf-release-1-2-0-0"> <h2><a class="toc-backref" href="#id5">NeuronPerf release [1.2.0.0]</a><a class="headerlink" href="#neuronperf-release-1-2-0-0" title="Permalink to this headline">#</a></h2> <p>Date: 03/25/2022</p> <ul class="simple"> <li><p>Initial release of NeuronPerf</p></li> <li><p>Supports PyTorch, TensorFlow, and Apache MXNet (Incubating).</p></li> <li><p>Supports customizable JSON and CSV reports</p></li> <li><p>See <a class="reference internal" href="../../tools/neuronperf/index.html#neuronperf"><span class="std std-ref">NeuronPerf (Beta)</span></a> for more information.</p></li> </ul> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../../tools/neuronperf/rn.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">What’s New</p> </div> </a> <a class="right-next" id="next-link" href="../../general/calculator/neuron-calculator.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Neuron Calculator</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:53:59.556Z
PyTorch Neuron (torch-neuron) Setup — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/torch-neuron.html
# PyTorch Neuron (torch-neuron) Setup — AWS Neuron Documentation _This document is relevant for_: `Inf1` ## PyTorch Neuron (`torch-neuron`) Setup[#](#pytorch-neuron-torch-neuron-setup "Permalink to this headline") Note This Setup guide is relevant for `Inf1` instances. Table of contents - [`torch-neuron` setup on Ubuntu 20](#torch-neuron-setup-on-ubuntu-20) - [`torch-neuron` setup on Ubuntu 22](#torch-neuron-setup-on-ubuntu-22) - [`torch-neuron` setup on Amazon Linux 2 (AL2)](#torch-neuron-setup-on-amazon-linux-2-al2) ## [`torch-neuron` setup on Ubuntu 20](#id1)[#](#torch-neuron-setup-on-ubuntu-20 "Permalink to this headline") Ubuntu 20 (DLAMI Base AMI) Ubuntu 20 (DLAMI Pytorch AMI) ## [`torch-neuron` setup on Amazon Linux 2 (AL2)](#id3)[#](#torch-neuron-setup-on-amazon-linux-2-al2 "Permalink to this headline") Amazon Linux 2 (Amazon Linux 2 AMI) Amazon Linux 2 (DLAMI Base AMI) Amazon Linux 2 (DLAMI Pytorch AMI) _This document is relevant for_: `Inf1`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>PyTorch Neuron (torch-neuron) Setup — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="Tensorflow Neuron (tensorflow-neuronx) Setup" href="tensorflow-neuronx.html"> <link rel="prev" title="PyTorch Neuron (torch-neuronx) Setup" href="torch-neuronx.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/setup/torch-neuron", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Setup Guide </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/setup/torch-neuron.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/setup/torch-neuron.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/general/setup/torch-neuron.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#torch-neuron-setup-on-ubuntu-20"> <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> setup on Ubuntu 20 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#torch-neuron-setup-on-ubuntu-22"> <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> setup on Ubuntu 22 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#torch-neuron-setup-on-amazon-linux-2-al2"> <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> setup on Amazon Linux 2 (AL2) </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>PyTorch Neuron (torch-neuron) Setup</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#torch-neuron-setup-on-ubuntu-20"> <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> setup on Ubuntu 20 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#torch-neuron-setup-on-ubuntu-22"> <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> setup on Ubuntu 22 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#torch-neuron-setup-on-amazon-linux-2-al2"> <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> setup on Amazon Linux 2 (AL2) </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="pytorch-neuron-torch-neuron-setup"> <span id="setup-torch-neuron"></span><h1>PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>) Setup<a class="headerlink" href="#pytorch-neuron-torch-neuron-setup" title="Permalink to this headline">#</a></h1> <div class="admonition note"> <p class="admonition-title">Note</p> <p>This Setup guide is relevant for <code class="docutils literal notranslate"><span class="pre">Inf1</span></code> instances.</p> </div> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#torch-neuron-setup-on-ubuntu-20" id="id1"><code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> setup on Ubuntu 20</a></p></li> <li><p><a class="reference internal" href="#torch-neuron-setup-on-ubuntu-22" id="id2"><code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> setup on Ubuntu 22</a></p></li> <li><p><a class="reference internal" href="#torch-neuron-setup-on-amazon-linux-2-al2" id="id3"><code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> setup on Amazon Linux 2 (AL2)</a></p></li> </ul> </div> <div class="section" id="torch-neuron-setup-on-ubuntu-20"> <h2><a class="toc-backref" href="#id1"><code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> setup on Ubuntu 20</a><a class="headerlink" href="#torch-neuron-setup-on-ubuntu-20" title="Permalink to this headline">#</a></h2> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Ubuntu 20 (Ubuntu20 AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/pytorch/neuron/ubuntu/torch-neuron-ubuntu20.html#setup-torch-neuron-u20"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Ubuntu 20 (DLAMI Base AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/pytorch/neuron/ubuntu/torch-neuron-ubuntu20-base-dlami.html#setup-torch-neuron-u20-base-dlami"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Ubuntu 20 (DLAMI Pytorch AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/pytorch/neuron/ubuntu/torch-neuron-ubuntu20-pytorch-dlami.html#setup-torch-neuron-u20-pytorch-dlami"><span class="std std-ref"></span></a></div> </div> <div class="section" id="torch-neuron-setup-on-ubuntu-22"> <h2><a class="toc-backref" href="#id2"><code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> setup on Ubuntu 22</a><a class="headerlink" href="#torch-neuron-setup-on-ubuntu-22" title="Permalink to this headline">#</a></h2> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Ubuntu 22 (Ubuntu22 AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/pytorch/neuron/ubuntu/torch-neuron-ubuntu22.html#setup-torch-neuron-u22"><span class="std std-ref"></span></a></div> </div> <div class="section" id="torch-neuron-setup-on-amazon-linux-2-al2"> <h2><a class="toc-backref" href="#id3"><code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> setup on Amazon Linux 2 (AL2)</a><a class="headerlink" href="#torch-neuron-setup-on-amazon-linux-2-al2" title="Permalink to this headline">#</a></h2> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Amazon Linux 2 (Amazon Linux 2 AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/pytorch/neuron/amazon-linux/torch-neuron-al2.html#setup-torch-neuron-al2"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Amazon Linux 2 (DLAMI Base AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/pytorch/neuron/amazon-linux/torch-neuron-al2-base-dlami.html#setup-torch-neuron-al2-base-dlami"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Amazon Linux 2 (DLAMI Pytorch AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/pytorch/neuron/amazon-linux/torch-neuron-al2-pytorch-dlami.html#setup-torch-neuron-al2-pytorch-dlami"><span class="std std-ref"></span></a></div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="torch-neuronx.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) Setup</p> </div> </a> <a class="right-next" id="next-link" href="tensorflow-neuronx.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Tensorflow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>) Setup</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:53:59.862Z
PyTorch Neuron (torch-neuronx) Setup — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/torch-neuronx.html
# PyTorch Neuron (torch-neuronx) Setup — AWS Neuron Documentation _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## PyTorch Neuron (`torch-neuronx`) Setup[#](#pytorch-neuron-torch-neuronx-setup "Permalink to this headline") Note This Setup guide is relevant for `Inf2` & `Trn1` / `Trn1n` instances. Table of contents - [`torch-neuronx` setup on Ubuntu 20](#torch-neuronx-setup-on-ubuntu-20) - [`torch-neuronx` setup on Ubuntu 22](#torch-neuronx-setup-on-ubuntu-22) - [`torch-neuronx` setup on Amazon Linux 2 (AL2)](#torch-neuronx-setup-on-amazon-linux-2-al2) ## [`torch-neuronx` setup on Ubuntu 20](#id1)[#](#torch-neuronx-setup-on-ubuntu-20 "Permalink to this headline") Ubuntu 20 (DLAMI Base AMI) Ubuntu 20 (DLAMI PyTorch Neuron) ## [`torch-neuronx` setup on Amazon Linux 2 (AL2)](#id3)[#](#torch-neuronx-setup-on-amazon-linux-2-al2 "Permalink to this headline") Amazon Linux 2 (Amazon Linux 2 AMI) Amazon Linux 2 (DLAMI Base AMI) Amazon Linux 2 (DLAMI PyTorch Neuron) _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>PyTorch Neuron (torch-neuronx) Setup — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="PyTorch Neuron (torch-neuron) Setup" href="torch-neuron.html"> <link rel="prev" title="Setup Guide" href="index.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/setup/torch-neuronx", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Setup Guide </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/setup/torch-neuronx.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/setup/torch-neuronx.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/general/setup/torch-neuronx.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#torch-neuronx-setup-on-ubuntu-20"> <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> setup on Ubuntu 20 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#torch-neuronx-setup-on-ubuntu-22"> <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> setup on Ubuntu 22 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#torch-neuronx-setup-on-amazon-linux-2-al2"> <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> setup on Amazon Linux 2 (AL2) </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>PyTorch Neuron (torch-neuronx) Setup</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#torch-neuronx-setup-on-ubuntu-20"> <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> setup on Ubuntu 20 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#torch-neuronx-setup-on-ubuntu-22"> <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> setup on Ubuntu 22 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#torch-neuronx-setup-on-amazon-linux-2-al2"> <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> setup on Amazon Linux 2 (AL2) </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="pytorch-neuron-torch-neuronx-setup"> <span id="setup-torch-neuronx"></span><h1>PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) Setup<a class="headerlink" href="#pytorch-neuron-torch-neuronx-setup" title="Permalink to this headline">#</a></h1> <div class="admonition note"> <p class="admonition-title">Note</p> <p>This Setup guide is relevant for <code class="docutils literal notranslate"><span class="pre">Inf2</span></code> &amp; <code class="docutils literal notranslate"><span class="pre">Trn1</span></code> / <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code> instances.</p> </div> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#torch-neuronx-setup-on-ubuntu-20" id="id1"><code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code> setup on Ubuntu 20</a></p></li> <li><p><a class="reference internal" href="#torch-neuronx-setup-on-ubuntu-22" id="id2"><code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code> setup on Ubuntu 22</a></p></li> <li><p><a class="reference internal" href="#torch-neuronx-setup-on-amazon-linux-2-al2" id="id3"><code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code> setup on Amazon Linux 2 (AL2)</a></p></li> </ul> </div> <div class="section" id="torch-neuronx-setup-on-ubuntu-20"> <h2><a class="toc-backref" href="#id1"><code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code> setup on Ubuntu 20</a><a class="headerlink" href="#torch-neuronx-setup-on-ubuntu-20" title="Permalink to this headline">#</a></h2> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Ubuntu 20 (Ubuntu20 AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/pytorch/neuronx/ubuntu/torch-neuronx-ubuntu20.html#setup-torch-neuronx-ubuntu20"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Ubuntu 20 (DLAMI Base AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/pytorch/neuronx/ubuntu/torch-neuronx-ubuntu20-base-dlami.html#setup-torch-neuronx-ubuntu20-base-dlami"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Ubuntu 20 (DLAMI PyTorch Neuron)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/pytorch/neuronx/ubuntu/torch-neuronx-ubuntu20-pytorch-dlami.html#setup-torch-neuronx-ubuntu20-dlami-pytorch"><span class="std std-ref"></span></a></div> </div> <div class="section" id="torch-neuronx-setup-on-ubuntu-22"> <h2><a class="toc-backref" href="#id2"><code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code> setup on Ubuntu 22</a><a class="headerlink" href="#torch-neuronx-setup-on-ubuntu-22" title="Permalink to this headline">#</a></h2> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Ubuntu 22 (Ubuntu22 AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/pytorch/neuronx/ubuntu/torch-neuronx-ubuntu22.html#setup-torch-neuronx-ubuntu22"><span class="std std-ref"></span></a></div> </div> <div class="section" id="torch-neuronx-setup-on-amazon-linux-2-al2"> <h2><a class="toc-backref" href="#id3"><code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code> setup on Amazon Linux 2 (AL2)</a><a class="headerlink" href="#torch-neuronx-setup-on-amazon-linux-2-al2" title="Permalink to this headline">#</a></h2> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Amazon Linux 2 (Amazon Linux 2 AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/pytorch/neuronx/amazon-linux/torch-neuronx-al2.html#setup-torch-neuronx-al2"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Amazon Linux 2 (DLAMI Base AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/pytorch/neuronx/amazon-linux/torch-neuronx-al2-base-dlami.html#setup-torch-neuronx-al2-base-dlami"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Amazon Linux 2 (DLAMI PyTorch Neuron)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/pytorch/neuronx/amazon-linux/torch-neuronx-al2-pytorch-dlami.html#setup-torch-neuronx-al2-dlami-pytorch"><span class="std std-ref"></span></a></div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="index.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Setup Guide</p> </div> </a> <a class="right-next" id="next-link" href="torch-neuron.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>) Setup</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:00.020Z
Setup Guide — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/index.html
# Setup Guide — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Setup Guide[#](#setup-guide "Permalink to this headline") This section walks you through the various options to install and upgrade Neuron. You have to install Neuron on Trainium and Inferentia powered instances to enable deep-learning acceleration. PyTorch Neuron (`torch-neuronx`) Setup for `Inf2` & `Trn1` / `Trn1n` Instances PyTorch Neuron (`torch-neuron`) Setup for `Inf1` Instances Tensorflow Neuron (`tensorflow-neuronx`) Setup for `Inf2` & `Trn1` / `Trn1n` Instances Tensorflow Neuron (`tensorflow-neuron`) Setup for `Inf1` Instances MxNet Neuron (`mxnet-neuron`) Setup for `Inf1` Instances _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Setup Guide — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="PyTorch Neuron (torch-neuronx) Setup" href="torch-neuronx.html"> <link rel="prev" title="Neuron Calculator" href="../calculator/neuron-calculator.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/setup/index", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 current active has-children"> <a class="current reference internal" href="#"> Setup Guide </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/setup/index.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/setup/index.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/general/setup/index.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Setup Guide</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="setup-guide"> <span id="setup-guide-index"></span><h1>Setup Guide<a class="headerlink" href="#setup-guide" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <p>This section walks you through the various options to install and upgrade Neuron. You have to install Neuron on Trainium and Inferentia powered instances to enable deep-learning acceleration.</p> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) Setup for <code class="docutils literal notranslate"><span class="pre">Inf2</span></code> &amp; <code class="docutils literal notranslate"><span class="pre">Trn1</span></code> / <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code> Instances</div> </div> <a class="sd-stretched-link reference internal" href="torch-neuronx.html#setup-torch-neuronx"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>) Setup for <code class="docutils literal notranslate"><span class="pre">Inf1</span></code> Instances</div> </div> <a class="sd-stretched-link reference internal" href="torch-neuron.html#setup-torch-neuron"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Tensorflow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>) Setup for <code class="docutils literal notranslate"><span class="pre">Inf2</span></code> &amp; <code class="docutils literal notranslate"><span class="pre">Trn1</span></code> / <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code> Instances</div> </div> <a class="sd-stretched-link reference internal" href="tensorflow-neuronx.html#setup-tensorflow-neuronx"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Tensorflow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>) Setup for <code class="docutils literal notranslate"><span class="pre">Inf1</span></code> Instances</div> </div> <a class="sd-stretched-link reference internal" href="tensorflow-neuron.html#setup-tensorflow-neuron"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> MxNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>) Setup for <code class="docutils literal notranslate"><span class="pre">Inf1</span></code> Instances</div> </div> <a class="sd-stretched-link reference internal" href="mxnet-neuron.html#setup-mxnet-neuron"><span class="std std-ref"></span></a></div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../calculator/neuron-calculator.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Neuron Calculator</p> </div> </a> <a class="right-next" id="next-link" href="torch-neuronx.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) Setup</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:00.159Z
Tensorflow Neuron (tensorflow-neuronx) Setup — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/tensorflow-neuronx.html
# Tensorflow Neuron (tensorflow-neuronx) Setup — AWS Neuron Documentation _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## Tensorflow Neuron (`tensorflow-neuronx`) Setup[#](#tensorflow-neuron-tensorflow-neuronx-setup "Permalink to this headline") Note This Setup guide is relevant for `Inf2` & `Trn1` / `Trn1n` instances. Table of contents - [`tensorflow-neuronx` setup on Ubuntu 20](#tensorflow-neuronx-setup-on-ubuntu-20) - [`tensorflow-neuronx` setup on Ubuntu 22](#tensorflow-neuronx-setup-on-ubuntu-22) - [`tensorflow-neuronx` setup on Amazon Linux 2 (AL2)](#tensorflow-neuronx-setup-on-amazon-linux-2-al2) ## [`tensorflow-neuronx` setup on Ubuntu 20](#id1)[#](#tensorflow-neuronx-setup-on-ubuntu-20 "Permalink to this headline") Ubuntu 20 (DLAMI Base AMI) Ubuntu 20 (DLAMI Tensorflow AMI) ## [`tensorflow-neuronx` setup on Amazon Linux 2 (AL2)](#id3)[#](#tensorflow-neuronx-setup-on-amazon-linux-2-al2 "Permalink to this headline") Amazon Linux 2 (Amazon Linux 2 AMI) Amazon Linux 2 (DLAMI Base AMI) Amazon Linux 2 (DLAMI Tensorflow AMI) _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Tensorflow Neuron (tensorflow-neuronx) Setup — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="Tensorflow Neuron (tensorflow-neuron) Setup" href="tensorflow-neuron.html"> <link rel="prev" title="PyTorch Neuron (torch-neuron) Setup" href="torch-neuron.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/setup/tensorflow-neuronx", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Setup Guide </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/setup/tensorflow-neuronx.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/setup/tensorflow-neuronx.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/general/setup/tensorflow-neuronx.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#tensorflow-neuronx-setup-on-ubuntu-20"> <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> setup on Ubuntu 20 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#tensorflow-neuronx-setup-on-ubuntu-22"> <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> setup on Ubuntu 22 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#tensorflow-neuronx-setup-on-amazon-linux-2-al2"> <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> setup on Amazon Linux 2 (AL2) </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Tensorflow Neuron (tensorflow-neuronx) Setup</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#tensorflow-neuronx-setup-on-ubuntu-20"> <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> setup on Ubuntu 20 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#tensorflow-neuronx-setup-on-ubuntu-22"> <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> setup on Ubuntu 22 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#tensorflow-neuronx-setup-on-amazon-linux-2-al2"> <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> setup on Amazon Linux 2 (AL2) </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="tensorflow-neuron-tensorflow-neuronx-setup"> <span id="setup-tensorflow-neuronx"></span><h1>Tensorflow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>) Setup<a class="headerlink" href="#tensorflow-neuron-tensorflow-neuronx-setup" title="Permalink to this headline">#</a></h1> <div class="admonition note"> <p class="admonition-title">Note</p> <p>This Setup guide is relevant for <code class="docutils literal notranslate"><span class="pre">Inf2</span></code> &amp; <code class="docutils literal notranslate"><span class="pre">Trn1</span></code> / <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code> instances.</p> </div> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#tensorflow-neuronx-setup-on-ubuntu-20" id="id1"><code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code> setup on Ubuntu 20</a></p></li> <li><p><a class="reference internal" href="#tensorflow-neuronx-setup-on-ubuntu-22" id="id2"><code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code> setup on Ubuntu 22</a></p></li> <li><p><a class="reference internal" href="#tensorflow-neuronx-setup-on-amazon-linux-2-al2" id="id3"><code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code> setup on Amazon Linux 2 (AL2)</a></p></li> </ul> </div> <div class="section" id="tensorflow-neuronx-setup-on-ubuntu-20"> <h2><a class="toc-backref" href="#id1"><code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code> setup on Ubuntu 20</a><a class="headerlink" href="#tensorflow-neuronx-setup-on-ubuntu-20" title="Permalink to this headline">#</a></h2> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Ubuntu 20 (Ubuntu20 AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/tensorflow/neuronx/ubuntu/tensorflow-neuronx-ubuntu20.html#setup-tensorflow-neuronx-u20"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Ubuntu 20 (DLAMI Base AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/tensorflow/neuronx/ubuntu/tensorflow-neuronx-ubuntu20-base-dlami.html#setup-tensorflow-neuronx-u20-base-dlami"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Ubuntu 20 (DLAMI Tensorflow AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/tensorflow/neuronx/ubuntu/tensorflow-neuronx-ubuntu20-tensorflow-dlami.html#setup-tensorflow-neuronx-u20-dlami-tensorflow"><span class="std std-ref"></span></a></div> </div> <div class="section" id="tensorflow-neuronx-setup-on-ubuntu-22"> <h2><a class="toc-backref" href="#id2"><code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code> setup on Ubuntu 22</a><a class="headerlink" href="#tensorflow-neuronx-setup-on-ubuntu-22" title="Permalink to this headline">#</a></h2> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Ubuntu 22 (Ubuntu22 AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/tensorflow/neuronx/ubuntu/tensorflow-neuronx-ubuntu22.html#setup-tensorflow-neuronx-u22"><span class="std std-ref"></span></a></div> </div> <div class="section" id="tensorflow-neuronx-setup-on-amazon-linux-2-al2"> <h2><a class="toc-backref" href="#id3"><code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code> setup on Amazon Linux 2 (AL2)</a><a class="headerlink" href="#tensorflow-neuronx-setup-on-amazon-linux-2-al2" title="Permalink to this headline">#</a></h2> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Amazon Linux 2 (Amazon Linux 2 AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/tensorflow/neuronx/amazon-linux/tensorflow-neuronx-al2.html#setup-tensorflow-neuronx-al2"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Amazon Linux 2 (DLAMI Base AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/tensorflow/neuronx/amazon-linux/tensorflow-neuronx-al2-base-dlami.html#setup-tensorflow-neuronx-al2-base-dlami"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Amazon Linux 2 (DLAMI Tensorflow AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/tensorflow/neuronx/amazon-linux/tensorflow-neuronx-al2-tensorflow-dlami.html#setup-tensorflow-neuronx-al2-dlami-tensorflow"><span class="std std-ref"></span></a></div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="torch-neuron.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>) Setup</p> </div> </a> <a class="right-next" id="next-link" href="tensorflow-neuron.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Tensorflow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>) Setup</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:00.805Z
MxNet Neuron (mxnet-neuron) Setup — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/mxnet-neuron.html
# MxNet Neuron (mxnet-neuron) Setup — AWS Neuron Documentation _This document is relevant for_: `Inf1` ## MxNet Neuron (`mxnet-neuron`) Setup[#](#mxnet-neuron-mxnet-neuron-setup "Permalink to this headline") Note This Setup guide is relevant for `Inf1` instances. Table of contents - [`mxnet-neuron` setup on Ubuntu 20](#mxnet-neuron-setup-on-ubuntu-20) - [`mxnet-neuron` setup on Amazon Linux 2 (AL2)](#mxnet-neuron-setup-on-amazon-linux-2-al2) ## [`mxnet-neuron` setup on Ubuntu 20](#id1)[#](#mxnet-neuron-setup-on-ubuntu-20 "Permalink to this headline") Ubuntu 20 (DLAMI Base AMI) ## [`mxnet-neuron` setup on Amazon Linux 2 (AL2)](#id2)[#](#mxnet-neuron-setup-on-amazon-linux-2-al2 "Permalink to this headline") Amazon Linux 2 (Amazon Linux 2 AMI) Amazon Linux 2 (DLAMI Base AMI) _This document is relevant for_: `Inf1`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>MxNet Neuron (mxnet-neuron) Setup — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="Deploy Containers with Neuron" href="../../containers/index.html"> <link rel="prev" title="Tensorflow Neuron (tensorflow-neuron) Setup" href="tensorflow-neuron.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/setup/mxnet-neuron", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Setup Guide </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/setup/mxnet-neuron.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/setup/mxnet-neuron.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/general/setup/mxnet-neuron.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#mxnet-neuron-setup-on-ubuntu-20"> <code class="docutils literal notranslate"> <span class="pre"> mxnet-neuron </span> </code> setup on Ubuntu 20 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#mxnet-neuron-setup-on-amazon-linux-2-al2"> <code class="docutils literal notranslate"> <span class="pre"> mxnet-neuron </span> </code> setup on Amazon Linux 2 (AL2) </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>MxNet Neuron (mxnet-neuron) Setup</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#mxnet-neuron-setup-on-ubuntu-20"> <code class="docutils literal notranslate"> <span class="pre"> mxnet-neuron </span> </code> setup on Ubuntu 20 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#mxnet-neuron-setup-on-amazon-linux-2-al2"> <code class="docutils literal notranslate"> <span class="pre"> mxnet-neuron </span> </code> setup on Amazon Linux 2 (AL2) </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="mxnet-neuron-mxnet-neuron-setup"> <span id="setup-mxnet-neuron"></span><h1>MxNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>) Setup<a class="headerlink" href="#mxnet-neuron-mxnet-neuron-setup" title="Permalink to this headline">#</a></h1> <div class="admonition note"> <p class="admonition-title">Note</p> <p>This Setup guide is relevant for <code class="docutils literal notranslate"><span class="pre">Inf1</span></code> instances.</p> </div> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#mxnet-neuron-setup-on-ubuntu-20" id="id1"><code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code> setup on Ubuntu 20</a></p></li> <li><p><a class="reference internal" href="#mxnet-neuron-setup-on-amazon-linux-2-al2" id="id2"><code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code> setup on Amazon Linux 2 (AL2)</a></p></li> </ul> </div> <div class="section" id="mxnet-neuron-setup-on-ubuntu-20"> <h2><a class="toc-backref" href="#id1"><code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code> setup on Ubuntu 20</a><a class="headerlink" href="#mxnet-neuron-setup-on-ubuntu-20" title="Permalink to this headline">#</a></h2> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Ubuntu 20 (Ubuntu20 AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20.html#setup-mxnet-neuron-u20"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Ubuntu 20 (DLAMI Base AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html#setup-mxnet-neuron-u20-base-dlami"><span class="std std-ref"></span></a></div> </div> <div class="section" id="mxnet-neuron-setup-on-amazon-linux-2-al2"> <h2><a class="toc-backref" href="#id2"><code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code> setup on Amazon Linux 2 (AL2)</a><a class="headerlink" href="#mxnet-neuron-setup-on-amazon-linux-2-al2" title="Permalink to this headline">#</a></h2> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Amazon Linux 2 (Amazon Linux 2 AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/mxnet/neuron/amazon-linux/mxnet-neuron-al2.html#setup-mxnet-neuron-al2"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Amazon Linux 2 (DLAMI Base AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/mxnet/neuron/amazon-linux/mxnet-neuron-al2-base-dlami.html#setup-mxnet-neuron-al2-base-dlami"><span class="std std-ref"></span></a></div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="tensorflow-neuron.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Tensorflow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>) Setup</p> </div> </a> <a class="right-next" id="next-link" href="../../containers/index.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Deploy Containers with Neuron</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:01.361Z
Tensorflow Neuron (tensorflow-neuron) Setup — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/tensorflow-neuron.html
# Tensorflow Neuron (tensorflow-neuron) Setup — AWS Neuron Documentation _This document is relevant for_: `Inf1` ## Tensorflow Neuron (`tensorflow-neuron`) Setup[#](#tensorflow-neuron-tensorflow-neuron-setup "Permalink to this headline") Note This Setup guide is relevant for `Inf1` instances. Table of contents - [`tensorflow-neuron` setup on Ubuntu 20](#tensorflow-neuron-setup-on-ubuntu-20) - [`tensorflow-neuron` setup on Ubuntu 22](#tensorflow-neuron-setup-on-ubuntu-22) - [`tensorflow-neuron` setup on Amazon Linux 2 (AL2)](#tensorflow-neuron-setup-on-amazon-linux-2-al2) ## [`tensorflow-neuron` setup on Ubuntu 20](#id1)[#](#tensorflow-neuron-setup-on-ubuntu-20 "Permalink to this headline") Ubuntu 20 (DLAMI Base AMI) ## [`tensorflow-neuron` setup on Amazon Linux 2 (AL2)](#id3)[#](#tensorflow-neuron-setup-on-amazon-linux-2-al2 "Permalink to this headline") Amazon Linux 2 (Amazon Linux 2 AMI) Amazon Linux 2 (DLAMI Base AMI) _This document is relevant for_: `Inf1`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Tensorflow Neuron (tensorflow-neuron) Setup — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="MxNet Neuron (mxnet-neuron) Setup" href="mxnet-neuron.html"> <link rel="prev" title="Tensorflow Neuron (tensorflow-neuronx) Setup" href="tensorflow-neuronx.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/setup/tensorflow-neuron", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Setup Guide </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/setup/tensorflow-neuron.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/setup/tensorflow-neuron.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/general/setup/tensorflow-neuron.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#tensorflow-neuron-setup-on-ubuntu-20"> <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> setup on Ubuntu 20 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#tensorflow-neuron-setup-on-ubuntu-22"> <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> setup on Ubuntu 22 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#tensorflow-neuron-setup-on-amazon-linux-2-al2"> <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> setup on Amazon Linux 2 (AL2) </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Tensorflow Neuron (tensorflow-neuron) Setup</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#tensorflow-neuron-setup-on-ubuntu-20"> <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> setup on Ubuntu 20 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#tensorflow-neuron-setup-on-ubuntu-22"> <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> setup on Ubuntu 22 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#tensorflow-neuron-setup-on-amazon-linux-2-al2"> <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> setup on Amazon Linux 2 (AL2) </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="tensorflow-neuron-tensorflow-neuron-setup"> <span id="setup-tensorflow-neuron"></span><h1>Tensorflow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>) Setup<a class="headerlink" href="#tensorflow-neuron-tensorflow-neuron-setup" title="Permalink to this headline">#</a></h1> <div class="admonition note"> <p class="admonition-title">Note</p> <p>This Setup guide is relevant for <code class="docutils literal notranslate"><span class="pre">Inf1</span></code> instances.</p> </div> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#tensorflow-neuron-setup-on-ubuntu-20" id="id1"><code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> setup on Ubuntu 20</a></p></li> <li><p><a class="reference internal" href="#tensorflow-neuron-setup-on-ubuntu-22" id="id2"><code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> setup on Ubuntu 22</a></p></li> <li><p><a class="reference internal" href="#tensorflow-neuron-setup-on-amazon-linux-2-al2" id="id3"><code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> setup on Amazon Linux 2 (AL2)</a></p></li> </ul> </div> <div class="section" id="tensorflow-neuron-setup-on-ubuntu-20"> <h2><a class="toc-backref" href="#id1"><code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> setup on Ubuntu 20</a><a class="headerlink" href="#tensorflow-neuron-setup-on-ubuntu-20" title="Permalink to this headline">#</a></h2> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Ubuntu 20 (Ubuntu20 AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/tensorflow/neuron/ubuntu/tensorflow-neuron-ubuntu20.html#setup-tensorflow-neuron-u20"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Ubuntu 20 (DLAMI Base AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/tensorflow/neuron/ubuntu/tensorflow-neuron-ubuntu20-base-dlami.html#setup-tensorflow-neuron-u20-base-dlami"><span class="std std-ref"></span></a></div> </div> <div class="section" id="tensorflow-neuron-setup-on-ubuntu-22"> <h2><a class="toc-backref" href="#id2"><code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> setup on Ubuntu 22</a><a class="headerlink" href="#tensorflow-neuron-setup-on-ubuntu-22" title="Permalink to this headline">#</a></h2> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Ubuntu 22 (Ubuntu22 AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/tensorflow/neuron/ubuntu/tensorflow-neuron-ubuntu22.html#setup-tensorflow-neuron-u22"><span class="std std-ref"></span></a></div> </div> <div class="section" id="tensorflow-neuron-setup-on-amazon-linux-2-al2"> <h2><a class="toc-backref" href="#id3"><code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code> setup on Amazon Linux 2 (AL2)</a><a class="headerlink" href="#tensorflow-neuron-setup-on-amazon-linux-2-al2" title="Permalink to this headline">#</a></h2> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Amazon Linux 2 (Amazon Linux 2 AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/tensorflow/neuron/amazon-linux/tensorflow-neuron-al2.html#setup-tensorflow-neuron-al2"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Amazon Linux 2 (DLAMI Base AMI)</div> </div> <a class="sd-stretched-link reference internal" href="neuron-setup/tensorflow/neuron/amazon-linux/tensorflow-neuron-al2-base-dlami.html#setup-tensorflow-neuron-al2-base-dlami"><span class="std std-ref"></span></a></div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="tensorflow-neuronx.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Tensorflow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>) Setup</p> </div> </a> <a class="right-next" id="next-link" href="mxnet-neuron.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">MxNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>) Setup</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:01.486Z
Containers - Locate Neuron DLC Image — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/locate-neuron-dlc-image.html
# Locate Neuron DLC Image — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Containers - Locate Neuron DLC Image[#](#containers-locate-neuron-dlc-image "Permalink to this headline") Locate specific Neuron DLC release In the [DLC release page](https://github.com/aws/deep-learning-containers/releases) do a search for Neuron to get the ECR repo location of specific Neuron DLC release. _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Containers - Locate Neuron DLC Image — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Containers - Getting Started" href="getting-started.html"> <link rel="prev" title="Deploy Containers with Neuron" href="index.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/locate-neuron-dlc-image", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active"> <a class="current reference internal" href="#"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/locate-neuron-dlc-image.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/locate-neuron-dlc-image.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/containers/locate-neuron-dlc-image.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Containers - Locate Neuron DLC Image</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="containers-locate-neuron-dlc-image"> <h1>Containers - Locate Neuron DLC Image<a class="headerlink" href="#containers-locate-neuron-dlc-image" title="Permalink to this headline">#</a></h1> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-0"> Latest Neuron DLC images</label><div class="sd-tab-content docutils"> <p>Find latest <a class="reference external" href="https://github.com/aws/deep-learning-containers/blob/master/available_images.md#user-content-neuron-containers">Neuron DLC images</a>.</p> </div> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio"> <label class="sd-tab-label" for="sd-tab-item-1"> Locate specific Neuron DLC release</label><div class="sd-tab-content docutils"> <p>In the <a class="reference external" href="https://github.com/aws/deep-learning-containers/releases">DLC release page</a> do a search for Neuron to get the ECR repo location of specific Neuron DLC release.</p> </div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="index.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Deploy Containers with Neuron</p> </div> </a> <a class="right-next" id="next-link" href="getting-started.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Containers - Getting Started</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:01.670Z
Containers - Getting Started — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/getting-started.html
# Getting Started — AWS Neuron Documentation ## Containers - Getting Started[#](#containers-getting-started "Permalink to this headline") Training ``` # Configure Linux for Neuron repository updates sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF [neuron] name=Neuron YUM Repository baseurl=https://yum.repos.neuron.amazonaws.com enabled=1 metadata_expire=0 EOF sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB # Update OS packages sudo yum update -y # Install OS headers sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y # Remove preinstalled packages and Install Neuron Driver and Runtime sudo yum remove aws-neuron-dkms -y sudo yum remove aws-neuronx-dkms -y sudo yum install aws-neuronx-dkms-2.* -y # Install EFA Driver(only required for multiinstance training) curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key cat aws-efa-installer.key | gpg --fingerprint wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig tar -xvf aws-efa-installer-latest.tar.gz cd aws-efa-installer && sudo bash efa_installer.sh --yes cd sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer ``` ``` sudo yum install -y docker.io sudo usermod -aG docker $USER Logout and log back in to refresh membership. ``` Expected result: ``` Hello from Docker! This message shows that your installation appears to be working correctly. To generate this message, Docker took the following steps: 1. The Docker client contacted the Docker daemon. 2. The Docker daemon pulled the "hello-world" image from the Docker Hub. (amd64) 3. The Docker daemon created a new container from that image which runs the executable that produces the output you are currently reading. 4. The Docker daemon streamed that output to the Docker client, which sent it to your terminal. To try something more ambitious, you can run an Ubuntu container with: $ docker run -it ubuntu bash Share images, automate workflows, and more with a free Docker ID: https://hub.docker.com/ For more examples and ideas, visit: https://docs.docker.com/get-started/ ``` Once the environment is setup, a container can be started with –device=/dev/neuron# to specify desired set of Inferentia/Trainium devices to be exposed to the container. To find out the available neuron devices on your instance, use the command `ls /dev/neuron*`. When running neuron-ls inside a container, you will only see the set of exposed Trainiums. For example: ``` docker run --device=/dev/neuron0 neuron-test neuron-ls Would produce the following output in trn1.32xlarge: :: +--------+--------+--------+---------+ | NEURON | NEURON | NEURON | PCI | | DEVICE | CORES | MEMORY | BDF | +--------+--------+--------+---------+ | 0 | 2 | 32 GB | 10:1c.0 | +--------+--------+--------+---------+ ``` Inference ``` # Configure Linux for Neuron repository updates sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF [neuron] name=Neuron YUM Repository baseurl=https://yum.repos.neuron.amazonaws.com enabled=1 metadata_expire=0 EOF sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB # Update OS packages sudo yum update -y ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y # Install Neuron Driver sudo yum install aws-neuron-dkms -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### ``` ``` sudo yum install -y docker.io sudo usermod -aG docker $USER Logout and log back in to refresh membership. ``` Expected result: ``` Hello from Docker! This message shows that your installation appears to be working correctly. To generate this message, Docker took the following steps: 1. The Docker client contacted the Docker daemon. 2. The Docker daemon pulled the "hello-world" image from the Docker Hub. (amd64) 3. The Docker daemon created a new container from that image which runs the executable that produces the output you are currently reading. 4. The Docker daemon streamed that output to the Docker client, which sent it to your terminal. To try something more ambitious, you can run an Ubuntu container with: $ docker run -it ubuntu bash Share images, automate workflows, and more with a free Docker ID: https://hub.docker.com/ For more examples and ideas, visit: https://docs.docker.com/get-started/ ``` Once the environment is setup, a container can be started with –device=/dev/neuron# to specify desired set of Inferentia/Trainium devices to be exposed to the container. To find out the available neuron devices on your instance, use the command `ls /dev/neuron*`. When running neuron-ls inside a container, you will only see the set of exposed Inferentias. For example: ``` docker run --device=/dev/neuron0 neuron-test neuron-ls Would produce the following output in inf1.xlarge: :: +--------------+---------+--------+-----------+-----------+------+------+ | PCI BDF | LOGICAL | NEURON | MEMORY | MEMORY | EAST | WEST | | | ID | CORES | CHANNEL 0 | CHANNEL 1 | | | +--------------+---------+--------+-----------+-----------+------+------+ | 0000:00:1f.0 | 0 | 4 | 4096 MB | 4096 MB | 0 | 0 | +--------------+---------+--------+-----------+-----------+------+------+ ``` _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Containers - Getting Started — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Containers - Kubernetes - Getting Started" href="kubernetes-getting-started.html"> <link rel="prev" title="Containers - Locate Neuron DLC Image" href="locate-neuron-dlc-image.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/getting-started", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3 current active"> <a class="current reference internal" href="#"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/getting-started.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/getting-started.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/containers/getting-started.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Containers - Getting Started</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="containers-getting-started"> <h1>Containers - Getting Started<a class="headerlink" href="#containers-getting-started" title="Permalink to this headline">#</a></h1> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-0"> Training</label><div class="sd-tab-content docutils"> <details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Launch Trn1 Instance<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Install Drivers<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Configure Linux for Neuron repository updates</span> sudo<span class="w"> </span>tee<span class="w"> </span>/etc/yum.repos.d/neuron.repo<span class="w"> </span>&gt;<span class="w"> </span>/dev/null<span class="w"> </span><span class="s">&lt;&lt;EOF</span> <span class="s">[neuron]</span> <span class="s">name=Neuron YUM Repository</span> <span class="s">baseurl=https://yum.repos.neuron.amazonaws.com</span> <span class="s">enabled=1</span> <span class="s">metadata_expire=0</span> <span class="s">EOF</span> sudo<span class="w"> </span>rpm<span class="w"> </span>--import<span class="w"> </span>https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB <span class="c1"># Update OS packages</span> sudo<span class="w"> </span>yum<span class="w"> </span>update<span class="w"> </span>-y <span class="c1"># Install OS headers</span> sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>kernel-devel-<span class="k">$(</span>uname<span class="w"> </span>-r<span class="k">)</span><span class="w"> </span>kernel-headers-<span class="k">$(</span>uname<span class="w"> </span>-r<span class="k">)</span><span class="w"> </span>-y <span class="c1"># Remove preinstalled packages and Install Neuron Driver and Runtime</span> sudo<span class="w"> </span>yum<span class="w"> </span>remove<span class="w"> </span>aws-neuron-dkms<span class="w"> </span>-y sudo<span class="w"> </span>yum<span class="w"> </span>remove<span class="w"> </span>aws-neuronx-dkms<span class="w"> </span>-y sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>aws-neuronx-dkms-2.*<span class="w"> </span>-y <span class="c1"># Install EFA Driver(only required for multiinstance training)</span> curl<span class="w"> </span>-O<span class="w"> </span>https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz wget<span class="w"> </span>https://efa-installer.amazonaws.com/aws-efa-installer.key<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span>gpg<span class="w"> </span>--import<span class="w"> </span>aws-efa-installer.key cat<span class="w"> </span>aws-efa-installer.key<span class="w"> </span><span class="p">|</span><span class="w"> </span>gpg<span class="w"> </span>--fingerprint wget<span class="w"> </span>https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span>gpg<span class="w"> </span>--verify<span class="w"> </span>./aws-efa-installer-latest.tar.gz.sig tar<span class="w"> </span>-xvf<span class="w"> </span>aws-efa-installer-latest.tar.gz <span class="nb">cd</span><span class="w"> </span>aws-efa-installer<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span>sudo<span class="w"> </span>bash<span class="w"> </span>efa_installer.sh<span class="w"> </span>--yes <span class="nb">cd</span> sudo<span class="w"> </span>rm<span class="w"> </span>-rf<span class="w"> </span>aws-efa-installer-latest.tar.gz<span class="w"> </span>aws-efa-installer </pre></div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Install Docker<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>-y<span class="w"> </span>docker.io sudo<span class="w"> </span>usermod<span class="w"> </span>-aG<span class="w"> </span>docker<span class="w"> </span><span class="nv">$USER</span> Logout<span class="w"> </span>and<span class="w"> </span>log<span class="w"> </span>back<span class="w"> </span><span class="k">in</span><span class="w"> </span>to<span class="w"> </span>refresh<span class="w"> </span>membership. </pre></div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Verify Docker<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>hello-world </pre></div> </div> <p class="sd-card-text">Expected result:</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span>Hello from Docker! This message shows that your installation appears to be working correctly. To generate this message, Docker took the following steps: 1. The Docker client contacted the Docker daemon. 2. The Docker daemon pulled the "hello-world" image from the Docker Hub. (amd64) 3. The Docker daemon created a new container from that image which runs the executable that produces the output you are currently reading. 4. The Docker daemon streamed that output to the Docker client, which sent it to your terminal. To try something more ambitious, you can run an Ubuntu container with: $ docker run -it ubuntu bash Share images, automate workflows, and more with a free Docker ID: https://hub.docker.com/ For more examples and ideas, visit: https://docs.docker.com/get-started/ </pre></div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Verify Neuron Component<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <p class="sd-card-text">Once the environment is setup, a container can be started with –device=/dev/neuron# to specify desired set of Inferentia/Trainium devices to be exposed to the container. To find out the available neuron devices on your instance, use the command <code class="docutils literal notranslate"><span class="pre">ls</span> <span class="pre">/dev/neuron*</span></code>.</p> <p class="sd-card-text">When running neuron-ls inside a container, you will only see the set of exposed Trainiums. For example:</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>--device<span class="o">=</span>/dev/neuron0<span class="w"> </span>neuron-test<span class="w"> </span>neuron-ls Would<span class="w"> </span>produce<span class="w"> </span>the<span class="w"> </span>following<span class="w"> </span>output<span class="w"> </span><span class="k">in</span><span class="w"> </span>trn1.32xlarge: :: <span class="w"> </span>+--------+--------+--------+---------+ <span class="w"> </span><span class="p">|</span><span class="w"> </span>NEURON<span class="w"> </span><span class="p">|</span><span class="w"> </span>NEURON<span class="w"> </span><span class="p">|</span><span class="w"> </span>NEURON<span class="w"> </span><span class="p">|</span><span class="w"> </span>PCI<span class="w"> </span><span class="p">|</span> <span class="w"> </span><span class="p">|</span><span class="w"> </span>DEVICE<span class="w"> </span><span class="p">|</span><span class="w"> </span>CORES<span class="w"> </span><span class="p">|</span><span class="w"> </span>MEMORY<span class="w"> </span><span class="p">|</span><span class="w"> </span>BDF<span class="w"> </span><span class="p">|</span> <span class="w"> </span>+--------+--------+--------+---------+ <span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">0</span><span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">2</span><span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">32</span><span class="w"> </span>GB<span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">10</span>:1c.0<span class="w"> </span><span class="p">|</span> <span class="w"> </span>+--------+--------+--------+---------+ </pre></div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Build and Run Docker Image<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <ul class="simple"> <li><p class="sd-card-text"><a class="reference internal" href="tutorials/build-run-neuron-container.html#how-to-build-neuron-container"><span class="std std-ref">Tutorial How to Build and Run a Neuron Container</span></a></p></li> </ul> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Run Tutorial<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <p class="sd-card-text"><a class="reference internal" href="tutorials/training/tutorial-training.html#tutorial-training"><span class="std std-ref">Run training in Pytorch Neuron container</span></a></p> </div> </details></div> <input id="sd-tab-item-1" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-1"> Inference</label><div class="sd-tab-content docutils"> <details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Launch Inf1 Instance<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Install Drivers<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Configure Linux for Neuron repository updates</span> sudo<span class="w"> </span>tee<span class="w"> </span>/etc/yum.repos.d/neuron.repo<span class="w"> </span>&gt;<span class="w"> </span>/dev/null<span class="w"> </span><span class="s">&lt;&lt;EOF</span> <span class="s">[neuron]</span> <span class="s">name=Neuron YUM Repository</span> <span class="s">baseurl=https://yum.repos.neuron.amazonaws.com</span> <span class="s">enabled=1</span> <span class="s">metadata_expire=0</span> <span class="s">EOF</span> sudo<span class="w"> </span>rpm<span class="w"> </span>--import<span class="w"> </span>https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB <span class="c1"># Update OS packages</span> sudo<span class="w"> </span>yum<span class="w"> </span>update<span class="w"> </span>-y <span class="c1">################################################################################################################</span> <span class="c1"># To install or update to Neuron versions 1.19.1 and newer from previous releases:</span> <span class="c1"># - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver</span> <span class="c1">################################################################################################################</span> <span class="c1"># Install OS headers</span> sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>kernel-devel-<span class="k">$(</span>uname<span class="w"> </span>-r<span class="k">)</span><span class="w"> </span>kernel-headers-<span class="k">$(</span>uname<span class="w"> </span>-r<span class="k">)</span><span class="w"> </span>-y <span class="c1"># Install Neuron Driver</span> sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>aws-neuron-dkms<span class="w"> </span>-y <span class="c1">####################################################################################</span> <span class="c1"># Warning: If Linux kernel is updated as a result of OS package update</span> <span class="c1"># Neuron driver (aws-neuron-dkms) should be re-installed after reboot</span> <span class="c1">####################################################################################</span> </pre></div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Install Docker<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>-y<span class="w"> </span>docker.io sudo<span class="w"> </span>usermod<span class="w"> </span>-aG<span class="w"> </span>docker<span class="w"> </span><span class="nv">$USER</span> Logout<span class="w"> </span>and<span class="w"> </span>log<span class="w"> </span>back<span class="w"> </span><span class="k">in</span><span class="w"> </span>to<span class="w"> </span>refresh<span class="w"> </span>membership. </pre></div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Verify Docker<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>hello-world </pre></div> </div> <p class="sd-card-text">Expected result:</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span>Hello from Docker! This message shows that your installation appears to be working correctly. To generate this message, Docker took the following steps: 1. The Docker client contacted the Docker daemon. 2. The Docker daemon pulled the "hello-world" image from the Docker Hub. (amd64) 3. The Docker daemon created a new container from that image which runs the executable that produces the output you are currently reading. 4. The Docker daemon streamed that output to the Docker client, which sent it to your terminal. To try something more ambitious, you can run an Ubuntu container with: $ docker run -it ubuntu bash Share images, automate workflows, and more with a free Docker ID: https://hub.docker.com/ For more examples and ideas, visit: https://docs.docker.com/get-started/ </pre></div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Verify Neuron Component<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <p class="sd-card-text">Once the environment is setup, a container can be started with –device=/dev/neuron# to specify desired set of Inferentia/Trainium devices to be exposed to the container. To find out the available neuron devices on your instance, use the command <code class="docutils literal notranslate"><span class="pre">ls</span> <span class="pre">/dev/neuron*</span></code>.</p> <p class="sd-card-text">When running neuron-ls inside a container, you will only see the set of exposed Inferentias. For example:</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>--device<span class="o">=</span>/dev/neuron0<span class="w"> </span>neuron-test<span class="w"> </span>neuron-ls Would<span class="w"> </span>produce<span class="w"> </span>the<span class="w"> </span>following<span class="w"> </span>output<span class="w"> </span><span class="k">in</span><span class="w"> </span>inf1.xlarge: :: <span class="w"> </span>+--------------+---------+--------+-----------+-----------+------+------+ <span class="w"> </span><span class="p">|</span><span class="w"> </span>PCI<span class="w"> </span>BDF<span class="w"> </span><span class="p">|</span><span class="w"> </span>LOGICAL<span class="w"> </span><span class="p">|</span><span class="w"> </span>NEURON<span class="w"> </span><span class="p">|</span><span class="w"> </span>MEMORY<span class="w"> </span><span class="p">|</span><span class="w"> </span>MEMORY<span class="w"> </span><span class="p">|</span><span class="w"> </span>EAST<span class="w"> </span><span class="p">|</span><span class="w"> </span>WEST<span class="w"> </span><span class="p">|</span> <span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="p">|</span><span class="w"> </span>ID<span class="w"> </span><span class="p">|</span><span class="w"> </span>CORES<span class="w"> </span><span class="p">|</span><span class="w"> </span>CHANNEL<span class="w"> </span><span class="m">0</span><span class="w"> </span><span class="p">|</span><span class="w"> </span>CHANNEL<span class="w"> </span><span class="m">1</span><span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="p">|</span> <span class="w"> </span>+--------------+---------+--------+-----------+-----------+------+------+ <span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">0000</span>:00:1f.0<span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">0</span><span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">4</span><span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">4096</span><span class="w"> </span>MB<span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">4096</span><span class="w"> </span>MB<span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">0</span><span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">0</span><span class="w"> </span><span class="p">|</span> <span class="w"> </span>+--------------+---------+--------+-----------+-----------+------+------+ </pre></div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Run Tutorial<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <p class="sd-card-text"><a class="reference internal" href="tutorials/inference/tutorial-infer.html#tutorial-infer"><span class="std std-ref">Run inference in pytorch neuron container</span></a></p> </div> </details></div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="locate-neuron-dlc-image.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Containers - Locate Neuron DLC Image</p> </div> </a> <a class="right-next" id="next-link" href="kubernetes-getting-started.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Containers - Kubernetes - Getting Started</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:01.780Z
Deploy Containers with Neuron — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/index.html
# Deploy Containers with Neuron — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Deploy Containers with Neuron[#](#deploy-containers-with-neuron "Permalink to this headline") In this section you will find resources to help you use containers for your accelerated deep learning model acceleration on top of Inferentia and Trainium enabled instances. The section is organized based on the target deployment environment and use case. In most cases, it is recommended to use a preconfigured [Deep Learning Container (DLC)](https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/what-is-dlc.html) from AWS. Each DLC is pre-configured to have all of the Neuron components installed and is specific to the chosen ML Framework. Locate specific Neuron DLC release In the [DLC release page](https://github.com/aws/deep-learning-containers/releases) do a search for Neuron to get the ECR repo location of specific Neuron DLC release. Training ``` # Configure Linux for Neuron repository updates sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF [neuron] name=Neuron YUM Repository baseurl=https://yum.repos.neuron.amazonaws.com enabled=1 metadata_expire=0 EOF sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB # Update OS packages sudo yum update -y # Install OS headers sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y # Remove preinstalled packages and Install Neuron Driver and Runtime sudo yum remove aws-neuron-dkms -y sudo yum remove aws-neuronx-dkms -y sudo yum install aws-neuronx-dkms-2.* -y # Install EFA Driver(only required for multiinstance training) curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key cat aws-efa-installer.key | gpg --fingerprint wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig tar -xvf aws-efa-installer-latest.tar.gz cd aws-efa-installer && sudo bash efa_installer.sh --yes cd sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer ``` ``` sudo yum install -y docker.io sudo usermod -aG docker $USER Logout and log back in to refresh membership. ``` Expected result: ``` Hello from Docker! This message shows that your installation appears to be working correctly. To generate this message, Docker took the following steps: 1. The Docker client contacted the Docker daemon. 2. The Docker daemon pulled the "hello-world" image from the Docker Hub. (amd64) 3. The Docker daemon created a new container from that image which runs the executable that produces the output you are currently reading. 4. The Docker daemon streamed that output to the Docker client, which sent it to your terminal. To try something more ambitious, you can run an Ubuntu container with: $ docker run -it ubuntu bash Share images, automate workflows, and more with a free Docker ID: https://hub.docker.com/ For more examples and ideas, visit: https://docs.docker.com/get-started/ ``` Once the environment is setup, a container can be started with –device=/dev/neuron# to specify desired set of Inferentia/Trainium devices to be exposed to the container. To find out the available neuron devices on your instance, use the command `ls /dev/neuron*`. When running neuron-ls inside a container, you will only see the set of exposed Trainiums. For example: ``` docker run --device=/dev/neuron0 neuron-test neuron-ls Would produce the following output in trn1.32xlarge: :: +--------+--------+--------+---------+ | NEURON | NEURON | NEURON | PCI | | DEVICE | CORES | MEMORY | BDF | +--------+--------+--------+---------+ | 0 | 2 | 32 GB | 10:1c.0 | +--------+--------+--------+---------+ ``` Inference ``` # Configure Linux for Neuron repository updates sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF [neuron] name=Neuron YUM Repository baseurl=https://yum.repos.neuron.amazonaws.com enabled=1 metadata_expire=0 EOF sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB # Update OS packages sudo yum update -y ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y # Install Neuron Driver sudo yum install aws-neuron-dkms -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### ``` ``` sudo yum install -y docker.io sudo usermod -aG docker $USER Logout and log back in to refresh membership. ``` Expected result: ``` Hello from Docker! This message shows that your installation appears to be working correctly. To generate this message, Docker took the following steps: 1. The Docker client contacted the Docker daemon. 2. The Docker daemon pulled the "hello-world" image from the Docker Hub. (amd64) 3. The Docker daemon created a new container from that image which runs the executable that produces the output you are currently reading. 4. The Docker daemon streamed that output to the Docker client, which sent it to your terminal. To try something more ambitious, you can run an Ubuntu container with: $ docker run -it ubuntu bash Share images, automate workflows, and more with a free Docker ID: https://hub.docker.com/ For more examples and ideas, visit: https://docs.docker.com/get-started/ ``` Once the environment is setup, a container can be started with –device=/dev/neuron# to specify desired set of Inferentia/Trainium devices to be exposed to the container. To find out the available neuron devices on your instance, use the command `ls /dev/neuron*`. When running neuron-ls inside a container, you will only see the set of exposed Inferentias. For example: ``` docker run --device=/dev/neuron0 neuron-test neuron-ls Would produce the following output in inf1.xlarge: :: +--------------+---------+--------+-----------+-----------+------+------+ | PCI BDF | LOGICAL | NEURON | MEMORY | MEMORY | EAST | WEST | | | ID | CORES | CHANNEL 0 | CHANNEL 1 | | | +--------------+---------+--------+-----------+-----------+------+------+ | 0000:00:1f.0 | 0 | 4 | 4096 MB | 4096 MB | 0 | 0 | +--------------+---------+--------+-----------+-----------+------+------+ ``` - Working kubernetes cluster - Inf1/Trn1 instances as worker nodes with attached roles allowing: \* ECR read access policy to retrieve container images from ECR: **arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly** - [Tutorial Docker environment setup](tutorials/tutorial-docker-env-setup.html#tutorial-docker-env-setup): to install required packages in the worker nodes. With EKS, the [EKS optimized accelarated AMI](https://docs.aws.amazon.com/eks/latest/userguide/eks-optimized-ami.html#gpu-ami) has the necessary neuron components installed - Kubernetes node object has instance-type set to inf1/trn1 types. For ex, `"node.kubernetes.io/instance-type": "inf1.2xlarge"` or `"node.kubernetes.io/instance-type": "trn1.2xlarge"` Neuron device plugin exposes Neuron cores & devices to kubernetes as a resource. aws.amazon.com/neuroncore, aws.amazon.com/neurondevice, aws.amazon.com/neuron are the resources that the neuron device plugin registers with the kubernetes. aws.amazon.com/neuroncore is used for allocating neuron cores to the container. aws.amazon.com/neurondevice is used for allocating neuron devices to the container. When neurondevice is used all the cores belonging to the device will be allocated to container. aws.amazon.com/neuron also allocates neurondevices and this exists just to be backward compatible with already existing installations. aws.amazon.com/neurondevice is the recommended resource for allocating devices to the container. - Make sure prequisite are satisified - Download the neuron device plugin yaml file. [`k8s-neuron-device-plugin.yml`](../_downloads/f57f27621e52b305dba7d624c477977a/k8s-neuron-device-plugin.yml) - Download the neuron device plugin rbac yaml file. This enables permissions for device plugin to update the node and Pod annotations. [`k8s-neuron-device-plugin-rbac.yml`](../_downloads/46fb1da6e5e79c3310ebc0cbd6ad2353/k8s-neuron-device-plugin-rbac.yml) - Apply the Neuron device plugin as a daemonset on the cluster with the following command > ``` > kubectl apply -f k8s-neuron-device-plugin-rbac.yml > kubectl apply -f k8s-neuron-device-plugin.yml > > ``` - Verify that neuron device plugin is running > ``` > kubectl get ds neuron-device-plugin-daemonset --namespace kube-system > > ``` > > Expected result (with 2 nodes in cluster): > > ``` > NAME DESIRED CURRENT READY UP-TO-DATE AVAILABLE NODE SELECTOR AGE > neuron-device-plugin-daemonset 2 2 2 2 2 <none> 27h > > ``` - Verify that the node has allocatable neuron cores and devices with the following command > ``` > kubectl get nodes "-o=custom-columns=NAME:.metadata.name,NeuronCore:.status.allocatable.aws\.amazon\.com/neuroncore" > > ``` > > Expected result: > > ``` > NAME NeuronCore > ip-192-168-65-41.us-west-2.compute.internal 32 > ip-192-168-87-81.us-west-2.compute.internal 32 > > ``` > > ``` > kubectl get nodes "-o=custom-columns=NAME:.metadata.name,NeuronDevice:.status.allocatable.aws\.amazon\.com/neurondevice" > > ``` > > Expected result: > > ``` > NAME NeuronDevice > ip-192-168-65-41.us-west-2.compute.internal 16 > ip-192-168-87-81.us-west-2.compute.internal 16 > > ``` Neuron scheduler extension is required for scheduling pods that require more than one Neuron core or device resource. Refer [Neuron Scheduler Extension Flow Diagram](tutorials/ks8-neuron-scheduler-flow.html#k8s-neuron-scheduler-flow) for details on how the neuron scheduler extension works. Neuron scheduler extension filter out nodes with non-contiguous core/device ids and enforces allocation of contiguous core/device ids for the PODs requiring it. Multiple Scheduler Approach In cluster environments where there is no access to default scheduler, the neuron scheduler extension can be used with another scheduler. A new scheduler is added (along with the default scheduler) and then the pod’s that needs to run the neuron workload use this new scheduler. Neuron scheduler extension is added to this new scheduler. EKS natively does not yet support the neuron scheduler extension and so in the EKS environment this is the only way to add the neuron scheduler extension. - Make sure [Neuron device plugin](tutorials/k8s-setup.html#k8s-neuron-device-plugin) is running - Download the my scheduler [`my-scheduler.yml`](../_downloads/e739253083129abeaf6f6ad1db7ccb21/my-scheduler.yml) - Download the scheduler extension [`k8s-neuron-scheduler-eks.yml`](../_downloads/e518187532701b6660dcd70ea28c2562/k8s-neuron-scheduler-eks.yml) - Apply the neuron-scheduler-extension > ``` > kubectl apply -f k8s-neuron-scheduler-eks.yml > > ``` - Apply the my-scheduler.yml > ``` > kubectl apply -f my-scheduler.yml > > ``` - Check there are no errors in the my-scheduler pod logs and the k8s-neuron-scheduler pod is bound to a node > ``` > kubectl logs -n kube-system my-scheduler-79bd4cb788-hq2sq > > ``` > > ``` > I1012 15:30:21.629611 1 scheduler.go:604] "Successfully bound pod to node" pod="kube-system/k8s-neuron-scheduler-5d9d9d7988-xcpqm" node="ip-192-168-2-25.ec2.internal" evaluatedNodes=1 feasibleNodes=1 > > ``` - When running new pod’s that need to use the neuron scheduler extension, make sure it uses the my-scheduler as the scheduler. Sample pod spec is below > ``` > apiVersion: v1 > kind: Pod > metadata: > name: <POD_NAME> > spec: > restartPolicy: Never > schedulerName: my-scheduler > containers: > - name: <POD_NAME> > command: ["<COMMAND>"] > image: <IMAGE_NAME> > resources: > limits: > cpu: "4" > memory: 4Gi > aws.amazon.com/neuroncore: 9 > requests: > cpu: "1" > memory: 1Gi > > ``` - Once the neuron workload pod is run, make sure logs in the k8s neuron scheduler has successfull filter/bind request > ``` > kubectl logs -n kube-system k8s-neuron-scheduler-5d9d9d7988-xcpqm > > ``` > > ``` > 2022/10/12 15:41:16 POD nrt-test-5038 fits in Node:ip-192-168-2-25.ec2.internal > 2022/10/12 15:41:16 Filtered nodes: [ip-192-168-2-25.ec2.internal] > 2022/10/12 15:41:16 Failed nodes: map[] > 2022/10/12 15:41:16 Finished Processing Filter Request... > > ``` > > ``` > 2022/10/12 15:41:16 Executing Bind Request! > 2022/10/12 15:41:16 Determine if the pod %v is NeuronDevice podnrt-test-5038 > 2022/10/12 15:41:16 Updating POD Annotation with alloc devices! > 2022/10/12 15:41:16 Return aws.amazon.com/neuroncore > 2022/10/12 15:41:16 neuronDevUsageMap for resource:aws.amazon.com/neuroncore in node: ip-192-168-2-25.ec2.internal is [false false false false false false false false false false false false false false false false] > 2022/10/12 15:41:16 Allocated ids for POD nrt-test-5038 are: 0,1,2,3,4,5,6,7,8 > 2022/10/12 15:41:16 Try to bind pod nrt-test-5038 in default namespace to node ip-192-168-2-25.ec2.internal with &Binding{ObjectMeta:{nrt-test-5038 8da590b1-30bc-4335-b7e7-fe574f4f5538 0 0001-01-01 00:00:00 +0000 UTC <nil> <nil> map[] map[] [] [] []},Target:ObjectReference{Kind:Node,Namespace:,Name:ip-192-168-2-25.ec2.internal,UID:,APIVersion:,ResourceVersion:,FieldPath:,},} > 2022/10/12 15:41:16 Updating the DevUsageMap since the bind is successful! > 2022/10/12 15:41:16 Return aws.amazon.com/neuroncore > 2022/10/12 15:41:16 neuronDevUsageMap for resource:aws.amazon.com/neuroncore in node: ip-192-168-2-25.ec2.internal is [false false false false false false false false false false false false false false false false] > 2022/10/12 15:41:16 neuronDevUsageMap for resource:aws.amazon.com/neurondevice in node: ip-192-168-2-25.ec2.internal is [false false false false] > 2022/10/12 15:41:16 Allocated devices list 0,1,2,3,4,5,6,7,8 for resource aws.amazon.com/neuroncore > 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice > 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice > 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice > 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice > 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice > 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice > 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice > 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice > 2022/10/12 15:41:16 Allocated devices list [2] for other resource aws.amazon.com/neurondevice > 2022/10/12 15:41:16 Return aws.amazon.com/neuroncore > 2022/10/12 15:41:16 Succesfully updated the DevUsageMap [true true true true true true true true true false false false false false false false] and otherDevUsageMap [true true true false] after alloc for node ip-192-168-2-25.ec2.internal > 2022/10/12 15:41:16 Finished executing Bind Request... > > ``` Default Scheduler Approach - Make sure [Neuron device plugin](tutorials/k8s-setup.html#k8s-neuron-device-plugin) is running - Download the scheduler config map [`k8s-neuron-scheduler-configmap.yml`](../_downloads/a7fd56c44db5ced817f13004e06389bf/k8s-neuron-scheduler-configmap.yml) - Download the scheduler extension [`k8s-neuron-scheduler.yml`](../_downloads/a08da4ce3bc71db1d80bb66f740d2366/k8s-neuron-scheduler.yml) - Enable the kube-scheduler with option to use configMap for scheduler policy. In your cluster.yml Please update the spec section with the following > ``` > spec: > kubeScheduler: > usePolicyConfigMap: true > > ``` - Launch the cluster > ``` > kops create -f cluster.yml > kops create secret --name neuron-test-1.k8s.local sshpublickey admin -i ~/.ssh/id_rsa.pub > kops update cluster --name neuron-test-1.k8s.local --yes > > ``` - Apply the k8s-neuron-scheduler-configmap.yml \[Registers neuron-scheduler-extension with kube-scheduler\] > ``` > kubectl apply -f k8s-neuron-scheduler-configmap.yml > > ``` - Launch the neuron-scheduler-extension > ``` > kubectl apply -f k8s-neuron-scheduler.yml > > ``` _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Deploy Containers with Neuron — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Containers - Locate Neuron DLC Image" href="locate-neuron-dlc-image.html"> <link rel="prev" title="MxNet Neuron (mxnet-neuron) Setup" href="../general/setup/mxnet-neuron.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/index", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="current reference internal" href="#"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="current reference internal" href="#"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/index.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/index.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/containers/index.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Deploy Containers with Neuron</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="deploy-containers-with-neuron"> <span id="neuron-containers"></span><h1>Deploy Containers with Neuron<a class="headerlink" href="#deploy-containers-with-neuron" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <p>In this section you will find resources to help you use containers for your accelerated deep learning model acceleration on top of Inferentia and Trainium enabled instances.</p> <p>The section is organized based on the target deployment environment and use case. In most cases, it is recommended to use a preconfigured <a class="reference external" href="https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/what-is-dlc.html">Deep Learning Container (DLC)</a> from AWS. Each DLC is pre-configured to have all of the Neuron components installed and is specific to the chosen ML Framework.</p> <details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-med"> Locate Neuron DLC image<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-0"> Latest Neuron DLC images</label><div class="sd-tab-content docutils"> <p class="sd-card-text">Find latest <a class="reference external" href="https://github.com/aws/deep-learning-containers/blob/master/available_images.md#user-content-neuron-containers">Neuron DLC images</a>.</p> </div> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio"> <label class="sd-tab-label" for="sd-tab-item-1"> Locate specific Neuron DLC release</label><div class="sd-tab-content docutils"> <p class="sd-card-text">In the <a class="reference external" href="https://github.com/aws/deep-learning-containers/releases">DLC release page</a> do a search for Neuron to get the ECR repo location of specific Neuron DLC release.</p> </div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-med"> Getting Started<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-2" name="sd-tab-set-2" type="radio"> <label class="sd-tab-label" for="sd-tab-item-2"> Training</label><div class="sd-tab-content docutils"> <details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Launch Trn1 Instance<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Install Drivers<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Configure Linux for Neuron repository updates</span> sudo<span class="w"> </span>tee<span class="w"> </span>/etc/yum.repos.d/neuron.repo<span class="w"> </span>&gt;<span class="w"> </span>/dev/null<span class="w"> </span><span class="s">&lt;&lt;EOF</span> <span class="s">[neuron]</span> <span class="s">name=Neuron YUM Repository</span> <span class="s">baseurl=https://yum.repos.neuron.amazonaws.com</span> <span class="s">enabled=1</span> <span class="s">metadata_expire=0</span> <span class="s">EOF</span> sudo<span class="w"> </span>rpm<span class="w"> </span>--import<span class="w"> </span>https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB <span class="c1"># Update OS packages</span> sudo<span class="w"> </span>yum<span class="w"> </span>update<span class="w"> </span>-y <span class="c1"># Install OS headers</span> sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>kernel-devel-<span class="k">$(</span>uname<span class="w"> </span>-r<span class="k">)</span><span class="w"> </span>kernel-headers-<span class="k">$(</span>uname<span class="w"> </span>-r<span class="k">)</span><span class="w"> </span>-y <span class="c1"># Remove preinstalled packages and Install Neuron Driver and Runtime</span> sudo<span class="w"> </span>yum<span class="w"> </span>remove<span class="w"> </span>aws-neuron-dkms<span class="w"> </span>-y sudo<span class="w"> </span>yum<span class="w"> </span>remove<span class="w"> </span>aws-neuronx-dkms<span class="w"> </span>-y sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>aws-neuronx-dkms-2.*<span class="w"> </span>-y <span class="c1"># Install EFA Driver(only required for multiinstance training)</span> curl<span class="w"> </span>-O<span class="w"> </span>https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz wget<span class="w"> </span>https://efa-installer.amazonaws.com/aws-efa-installer.key<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span>gpg<span class="w"> </span>--import<span class="w"> </span>aws-efa-installer.key cat<span class="w"> </span>aws-efa-installer.key<span class="w"> </span><span class="p">|</span><span class="w"> </span>gpg<span class="w"> </span>--fingerprint wget<span class="w"> </span>https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span>gpg<span class="w"> </span>--verify<span class="w"> </span>./aws-efa-installer-latest.tar.gz.sig tar<span class="w"> </span>-xvf<span class="w"> </span>aws-efa-installer-latest.tar.gz <span class="nb">cd</span><span class="w"> </span>aws-efa-installer<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span>sudo<span class="w"> </span>bash<span class="w"> </span>efa_installer.sh<span class="w"> </span>--yes <span class="nb">cd</span> sudo<span class="w"> </span>rm<span class="w"> </span>-rf<span class="w"> </span>aws-efa-installer-latest.tar.gz<span class="w"> </span>aws-efa-installer </pre></div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Install Docker<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>-y<span class="w"> </span>docker.io sudo<span class="w"> </span>usermod<span class="w"> </span>-aG<span class="w"> </span>docker<span class="w"> </span><span class="nv">$USER</span> Logout<span class="w"> </span>and<span class="w"> </span>log<span class="w"> </span>back<span class="w"> </span><span class="k">in</span><span class="w"> </span>to<span class="w"> </span>refresh<span class="w"> </span>membership. </pre></div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Verify Docker<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>hello-world </pre></div> </div> <p class="sd-card-text">Expected result:</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span>Hello from Docker! This message shows that your installation appears to be working correctly. To generate this message, Docker took the following steps: 1. The Docker client contacted the Docker daemon. 2. The Docker daemon pulled the "hello-world" image from the Docker Hub. (amd64) 3. The Docker daemon created a new container from that image which runs the executable that produces the output you are currently reading. 4. The Docker daemon streamed that output to the Docker client, which sent it to your terminal. To try something more ambitious, you can run an Ubuntu container with: $ docker run -it ubuntu bash Share images, automate workflows, and more with a free Docker ID: https://hub.docker.com/ For more examples and ideas, visit: https://docs.docker.com/get-started/ </pre></div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Verify Neuron Component<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <p class="sd-card-text">Once the environment is setup, a container can be started with –device=/dev/neuron# to specify desired set of Inferentia/Trainium devices to be exposed to the container. To find out the available neuron devices on your instance, use the command <code class="docutils literal notranslate"><span class="pre">ls</span> <span class="pre">/dev/neuron*</span></code>.</p> <p class="sd-card-text">When running neuron-ls inside a container, you will only see the set of exposed Trainiums. For example:</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>--device<span class="o">=</span>/dev/neuron0<span class="w"> </span>neuron-test<span class="w"> </span>neuron-ls Would<span class="w"> </span>produce<span class="w"> </span>the<span class="w"> </span>following<span class="w"> </span>output<span class="w"> </span><span class="k">in</span><span class="w"> </span>trn1.32xlarge: :: <span class="w"> </span>+--------+--------+--------+---------+ <span class="w"> </span><span class="p">|</span><span class="w"> </span>NEURON<span class="w"> </span><span class="p">|</span><span class="w"> </span>NEURON<span class="w"> </span><span class="p">|</span><span class="w"> </span>NEURON<span class="w"> </span><span class="p">|</span><span class="w"> </span>PCI<span class="w"> </span><span class="p">|</span> <span class="w"> </span><span class="p">|</span><span class="w"> </span>DEVICE<span class="w"> </span><span class="p">|</span><span class="w"> </span>CORES<span class="w"> </span><span class="p">|</span><span class="w"> </span>MEMORY<span class="w"> </span><span class="p">|</span><span class="w"> </span>BDF<span class="w"> </span><span class="p">|</span> <span class="w"> </span>+--------+--------+--------+---------+ <span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">0</span><span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">2</span><span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">32</span><span class="w"> </span>GB<span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">10</span>:1c.0<span class="w"> </span><span class="p">|</span> <span class="w"> </span>+--------+--------+--------+---------+ </pre></div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Build and Run Docker Image<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <ul class="simple"> <li><p class="sd-card-text"><a class="reference internal" href="tutorials/build-run-neuron-container.html#how-to-build-neuron-container"><span class="std std-ref">Tutorial How to Build and Run a Neuron Container</span></a></p></li> </ul> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Run Tutorial<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <p class="sd-card-text"><a class="reference internal" href="tutorials/training/tutorial-training.html#tutorial-training"><span class="std std-ref">Run training in Pytorch Neuron container</span></a></p> </div> </details></div> <input id="sd-tab-item-3" name="sd-tab-set-2" type="radio"> <label class="sd-tab-label" for="sd-tab-item-3"> Inference</label><div class="sd-tab-content docutils"> <details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Launch Inf1 Instance<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Install Drivers<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Configure Linux for Neuron repository updates</span> sudo<span class="w"> </span>tee<span class="w"> </span>/etc/yum.repos.d/neuron.repo<span class="w"> </span>&gt;<span class="w"> </span>/dev/null<span class="w"> </span><span class="s">&lt;&lt;EOF</span> <span class="s">[neuron]</span> <span class="s">name=Neuron YUM Repository</span> <span class="s">baseurl=https://yum.repos.neuron.amazonaws.com</span> <span class="s">enabled=1</span> <span class="s">metadata_expire=0</span> <span class="s">EOF</span> sudo<span class="w"> </span>rpm<span class="w"> </span>--import<span class="w"> </span>https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB <span class="c1"># Update OS packages</span> sudo<span class="w"> </span>yum<span class="w"> </span>update<span class="w"> </span>-y <span class="c1">################################################################################################################</span> <span class="c1"># To install or update to Neuron versions 1.19.1 and newer from previous releases:</span> <span class="c1"># - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver</span> <span class="c1">################################################################################################################</span> <span class="c1"># Install OS headers</span> sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>kernel-devel-<span class="k">$(</span>uname<span class="w"> </span>-r<span class="k">)</span><span class="w"> </span>kernel-headers-<span class="k">$(</span>uname<span class="w"> </span>-r<span class="k">)</span><span class="w"> </span>-y <span class="c1"># Install Neuron Driver</span> sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>aws-neuron-dkms<span class="w"> </span>-y <span class="c1">####################################################################################</span> <span class="c1"># Warning: If Linux kernel is updated as a result of OS package update</span> <span class="c1"># Neuron driver (aws-neuron-dkms) should be re-installed after reboot</span> <span class="c1">####################################################################################</span> </pre></div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Install Docker<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>-y<span class="w"> </span>docker.io sudo<span class="w"> </span>usermod<span class="w"> </span>-aG<span class="w"> </span>docker<span class="w"> </span><span class="nv">$USER</span> Logout<span class="w"> </span>and<span class="w"> </span>log<span class="w"> </span>back<span class="w"> </span><span class="k">in</span><span class="w"> </span>to<span class="w"> </span>refresh<span class="w"> </span>membership. </pre></div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Verify Docker<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>hello-world </pre></div> </div> <p class="sd-card-text">Expected result:</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span>Hello from Docker! This message shows that your installation appears to be working correctly. To generate this message, Docker took the following steps: 1. The Docker client contacted the Docker daemon. 2. The Docker daemon pulled the "hello-world" image from the Docker Hub. (amd64) 3. The Docker daemon created a new container from that image which runs the executable that produces the output you are currently reading. 4. The Docker daemon streamed that output to the Docker client, which sent it to your terminal. To try something more ambitious, you can run an Ubuntu container with: $ docker run -it ubuntu bash Share images, automate workflows, and more with a free Docker ID: https://hub.docker.com/ For more examples and ideas, visit: https://docs.docker.com/get-started/ </pre></div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Verify Neuron Component<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <p class="sd-card-text">Once the environment is setup, a container can be started with –device=/dev/neuron# to specify desired set of Inferentia/Trainium devices to be exposed to the container. To find out the available neuron devices on your instance, use the command <code class="docutils literal notranslate"><span class="pre">ls</span> <span class="pre">/dev/neuron*</span></code>.</p> <p class="sd-card-text">When running neuron-ls inside a container, you will only see the set of exposed Inferentias. For example:</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>--device<span class="o">=</span>/dev/neuron0<span class="w"> </span>neuron-test<span class="w"> </span>neuron-ls Would<span class="w"> </span>produce<span class="w"> </span>the<span class="w"> </span>following<span class="w"> </span>output<span class="w"> </span><span class="k">in</span><span class="w"> </span>inf1.xlarge: :: <span class="w"> </span>+--------------+---------+--------+-----------+-----------+------+------+ <span class="w"> </span><span class="p">|</span><span class="w"> </span>PCI<span class="w"> </span>BDF<span class="w"> </span><span class="p">|</span><span class="w"> </span>LOGICAL<span class="w"> </span><span class="p">|</span><span class="w"> </span>NEURON<span class="w"> </span><span class="p">|</span><span class="w"> </span>MEMORY<span class="w"> </span><span class="p">|</span><span class="w"> </span>MEMORY<span class="w"> </span><span class="p">|</span><span class="w"> </span>EAST<span class="w"> </span><span class="p">|</span><span class="w"> </span>WEST<span class="w"> </span><span class="p">|</span> <span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="p">|</span><span class="w"> </span>ID<span class="w"> </span><span class="p">|</span><span class="w"> </span>CORES<span class="w"> </span><span class="p">|</span><span class="w"> </span>CHANNEL<span class="w"> </span><span class="m">0</span><span class="w"> </span><span class="p">|</span><span class="w"> </span>CHANNEL<span class="w"> </span><span class="m">1</span><span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="p">|</span> <span class="w"> </span>+--------------+---------+--------+-----------+-----------+------+------+ <span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">0000</span>:00:1f.0<span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">0</span><span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">4</span><span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">4096</span><span class="w"> </span>MB<span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">4096</span><span class="w"> </span>MB<span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">0</span><span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">0</span><span class="w"> </span><span class="p">|</span> <span class="w"> </span>+--------------+---------+--------+-----------+-----------+------+------+ </pre></div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Run Tutorial<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <p class="sd-card-text"><a class="reference internal" href="tutorials/inference/tutorial-infer.html#tutorial-infer"><span class="std std-ref">Run inference in pytorch neuron container</span></a></p> </div> </details></div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-med"> Kubernetes Getting Started<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Prerequisite<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <ul class="simple"> <li><p class="sd-card-text">Working kubernetes cluster</p></li> <li><p class="sd-card-text">Inf1/Trn1 instances as worker nodes with attached roles allowing: * ECR read access policy to retrieve container images from ECR: <strong>arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly</strong></p></li> <li><p class="sd-card-text"><a class="reference internal" href="tutorials/tutorial-docker-env-setup.html#tutorial-docker-env-setup"><span class="std std-ref">Tutorial Docker environment setup</span></a>: to install required packages in the worker nodes. With EKS, the <a class="reference external" href="https://docs.aws.amazon.com/eks/latest/userguide/eks-optimized-ami.html#gpu-ami">EKS optimized accelarated AMI</a> has the necessary neuron components installed</p></li> <li><p class="sd-card-text">Kubernetes node object has instance-type set to inf1/trn1 types. For ex, <code class="docutils literal notranslate"><span class="pre">"node.kubernetes.io/instance-type":</span> <span class="pre">"inf1.2xlarge"</span></code> or <code class="docutils literal notranslate"><span class="pre">"node.kubernetes.io/instance-type":</span> <span class="pre">"trn1.2xlarge"</span></code></p></li> </ul> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Deploy Neuron Device Plugin<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <p class="sd-card-text" id="k8s-neuron-device-plugin">Neuron device plugin exposes Neuron cores &amp; devices to kubernetes as a resource. aws.amazon.com/neuroncore, aws.amazon.com/neurondevice, aws.amazon.com/neuron are the resources that the neuron device plugin registers with the kubernetes. aws.amazon.com/neuroncore is used for allocating neuron cores to the container. aws.amazon.com/neurondevice is used for allocating neuron devices to the container. When neurondevice is used all the cores belonging to the device will be allocated to container. aws.amazon.com/neuron also allocates neurondevices and this exists just to be backward compatible with already existing installations. aws.amazon.com/neurondevice is the recommended resource for allocating devices to the container.</p> <ul> <li><p class="sd-card-text">Make sure <span class="xref std std-ref">prequisite</span> are satisified</p></li> <li><p class="sd-card-text">Download the neuron device plugin yaml file. <a class="reference download internal" download="" href="../_downloads/f57f27621e52b305dba7d624c477977a/k8s-neuron-device-plugin.yml"><code class="xref download docutils literal notranslate"><span class="pre">k8s-neuron-device-plugin.yml</span></code></a></p></li> <li><p class="sd-card-text">Download the neuron device plugin rbac yaml file. This enables permissions for device plugin to update the node and Pod annotations. <a class="reference download internal" download="" href="../_downloads/46fb1da6e5e79c3310ebc0cbd6ad2353/k8s-neuron-device-plugin-rbac.yml"><code class="xref download docutils literal notranslate"><span class="pre">k8s-neuron-device-plugin-rbac.yml</span></code></a></p></li> <li><p class="sd-card-text">Apply the Neuron device plugin as a daemonset on the cluster with the following command</p> <blockquote> <div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>kubectl<span class="w"> </span>apply<span class="w"> </span>-f<span class="w"> </span>k8s-neuron-device-plugin-rbac.yml kubectl<span class="w"> </span>apply<span class="w"> </span>-f<span class="w"> </span>k8s-neuron-device-plugin.yml </pre></div> </div> </div></blockquote> </li> <li><p class="sd-card-text">Verify that neuron device plugin is running</p> <blockquote> <div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>kubectl<span class="w"> </span>get<span class="w"> </span>ds<span class="w"> </span>neuron-device-plugin-daemonset<span class="w"> </span>--namespace<span class="w"> </span>kube-system </pre></div> </div> <p class="sd-card-text">Expected result (with 2 nodes in cluster):</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>NAME<span class="w"> </span>DESIRED<span class="w"> </span>CURRENT<span class="w"> </span>READY<span class="w"> </span>UP-TO-DATE<span class="w"> </span>AVAILABLE<span class="w"> </span>NODE<span class="w"> </span>SELECTOR<span class="w"> </span>AGE neuron-device-plugin-daemonset<span class="w"> </span><span class="m">2</span><span class="w"> </span><span class="m">2</span><span class="w"> </span><span class="m">2</span><span class="w"> </span><span class="m">2</span><span class="w"> </span><span class="m">2</span><span class="w"> </span>&lt;none&gt;<span class="w"> </span>27h </pre></div> </div> </div></blockquote> </li> <li><p class="sd-card-text">Verify that the node has allocatable neuron cores and devices with the following command</p> <blockquote> <div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>kubectl<span class="w"> </span>get<span class="w"> </span>nodes<span class="w"> </span><span class="s2">"-o=custom-columns=NAME:.metadata.name,NeuronCore:.status.allocatable.aws\.amazon\.com/neuroncore"</span> </pre></div> </div> <p class="sd-card-text">Expected result:</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>NAME<span class="w"> </span>NeuronCore ip-192-168-65-41.us-west-2.compute.internal<span class="w"> </span><span class="m">32</span> ip-192-168-87-81.us-west-2.compute.internal<span class="w"> </span><span class="m">32</span> </pre></div> </div> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>kubectl<span class="w"> </span>get<span class="w"> </span>nodes<span class="w"> </span><span class="s2">"-o=custom-columns=NAME:.metadata.name,NeuronDevice:.status.allocatable.aws\.amazon\.com/neurondevice"</span> </pre></div> </div> <p class="sd-card-text">Expected result:</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>NAME<span class="w"> </span>NeuronDevice ip-192-168-65-41.us-west-2.compute.internal<span class="w"> </span><span class="m">16</span> ip-192-168-87-81.us-west-2.compute.internal<span class="w"> </span><span class="m">16</span> </pre></div> </div> </div></blockquote> </li> </ul> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Deploy Neuron Scheduler Extension<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <p class="sd-card-text">Neuron scheduler extension is required for scheduling pods that require more than one Neuron core or device resource. Refer <a class="reference internal" href="tutorials/ks8-neuron-scheduler-flow.html#k8s-neuron-scheduler-flow"><span class="std std-ref">Neuron Scheduler Extension Flow Diagram</span></a> for details on how the neuron scheduler extension works. Neuron scheduler extension filter out nodes with non-contiguous core/device ids and enforces allocation of contiguous core/device ids for the PODs requiring it.</p> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-4" name="sd-tab-set-3" type="radio"> <label class="sd-tab-label" for="sd-tab-item-4"> Multiple Scheduler Approach</label><div class="sd-tab-content docutils"> <p class="sd-card-text" id="k8s-multiple-scheduler">In cluster environments where there is no access to default scheduler, the neuron scheduler extension can be used with another scheduler. A new scheduler is added (along with the default scheduler) and then the pod’s that needs to run the neuron workload use this new scheduler. Neuron scheduler extension is added to this new scheduler. EKS natively does not yet support the neuron scheduler extension and so in the EKS environment this is the only way to add the neuron scheduler extension.</p> <ul> <li><p class="sd-card-text">Make sure <a class="reference internal" href="tutorials/k8s-setup.html#k8s-neuron-device-plugin"><span class="std std-ref">Neuron device plugin</span></a> is running</p></li> <li><p class="sd-card-text">Download the my scheduler <a class="reference download internal" download="" href="../_downloads/e739253083129abeaf6f6ad1db7ccb21/my-scheduler.yml"><code class="xref download docutils literal notranslate"><span class="pre">my-scheduler.yml</span></code></a></p></li> <li><p class="sd-card-text">Download the scheduler extension <a class="reference download internal" download="" href="../_downloads/e518187532701b6660dcd70ea28c2562/k8s-neuron-scheduler-eks.yml"><code class="xref download docutils literal notranslate"><span class="pre">k8s-neuron-scheduler-eks.yml</span></code></a></p></li> <li><p class="sd-card-text">Apply the neuron-scheduler-extension</p> <blockquote> <div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">apply</span> <span class="o">-</span><span class="n">f</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">scheduler</span><span class="o">-</span><span class="n">eks</span><span class="o">.</span><span class="n">yml</span> </pre></div> </div> </div></blockquote> </li> <li><p class="sd-card-text">Apply the my-scheduler.yml</p> <blockquote> <div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">apply</span> <span class="o">-</span><span class="n">f</span> <span class="n">my</span><span class="o">-</span><span class="n">scheduler</span><span class="o">.</span><span class="n">yml</span> </pre></div> </div> </div></blockquote> </li> <li><p class="sd-card-text">Check there are no errors in the my-scheduler pod logs and the k8s-neuron-scheduler pod is bound to a node</p> <blockquote> <div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">logs</span> <span class="o">-</span><span class="n">n</span> <span class="n">kube</span><span class="o">-</span><span class="n">system</span> <span class="n">my</span><span class="o">-</span><span class="n">scheduler</span><span class="o">-</span><span class="mi">79</span><span class="n">bd4cb788</span><span class="o">-</span><span class="n">hq2sq</span> </pre></div> </div> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">I1012</span> <span class="mi">15</span><span class="p">:</span><span class="mi">30</span><span class="p">:</span><span class="mf">21.629611</span> <span class="mi">1</span> <span class="n">scheduler</span><span class="o">.</span><span class="n">go</span><span class="p">:</span><span class="mi">604</span><span class="p">]</span> <span class="s2">"Successfully bound pod to node"</span> <span class="n">pod</span><span class="o">=</span><span class="s2">"kube-system/k8s-neuron-scheduler-5d9d9d7988-xcpqm"</span> <span class="n">node</span><span class="o">=</span><span class="s2">"ip-192-168-2-25.ec2.internal"</span> <span class="n">evaluatedNodes</span><span class="o">=</span><span class="mi">1</span> <span class="n">feasibleNodes</span><span class="o">=</span><span class="mi">1</span> </pre></div> </div> </div></blockquote> </li> <li><p class="sd-card-text">When running new pod’s that need to use the neuron scheduler extension, make sure it uses the my-scheduler as the scheduler. Sample pod spec is below</p> <blockquote> <div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">apiVersion</span><span class="p">:</span> <span class="n">v1</span> <span class="n">kind</span><span class="p">:</span> <span class="n">Pod</span> <span class="n">metadata</span><span class="p">:</span> <span class="n">name</span><span class="p">:</span> <span class="o">&lt;</span><span class="n">POD_NAME</span><span class="o">&gt;</span> <span class="n">spec</span><span class="p">:</span> <span class="n">restartPolicy</span><span class="p">:</span> <span class="n">Never</span> <span class="n">schedulerName</span><span class="p">:</span> <span class="n">my</span><span class="o">-</span><span class="n">scheduler</span> <span class="n">containers</span><span class="p">:</span> <span class="o">-</span> <span class="n">name</span><span class="p">:</span> <span class="o">&lt;</span><span class="n">POD_NAME</span><span class="o">&gt;</span> <span class="n">command</span><span class="p">:</span> <span class="p">[</span><span class="s2">"&lt;COMMAND&gt;"</span><span class="p">]</span> <span class="n">image</span><span class="p">:</span> <span class="o">&lt;</span><span class="n">IMAGE_NAME</span><span class="o">&gt;</span> <span class="n">resources</span><span class="p">:</span> <span class="n">limits</span><span class="p">:</span> <span class="n">cpu</span><span class="p">:</span> <span class="s2">"4"</span> <span class="n">memory</span><span class="p">:</span> <span class="mi">4</span><span class="n">Gi</span> <span class="n">aws</span><span class="o">.</span><span class="n">amazon</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">neuroncore</span><span class="p">:</span> <span class="mi">9</span> <span class="n">requests</span><span class="p">:</span> <span class="n">cpu</span><span class="p">:</span> <span class="s2">"1"</span> <span class="n">memory</span><span class="p">:</span> <span class="mi">1</span><span class="n">Gi</span> </pre></div> </div> </div></blockquote> </li> <li><p class="sd-card-text">Once the neuron workload pod is run, make sure logs in the k8s neuron scheduler has successfull filter/bind request</p> <blockquote> <div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">logs</span> <span class="o">-</span><span class="n">n</span> <span class="n">kube</span><span class="o">-</span><span class="n">system</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">scheduler</span><span class="o">-</span><span class="mi">5</span><span class="n">d9d9d7988</span><span class="o">-</span><span class="n">xcpqm</span> </pre></div> </div> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">2022</span><span class="o">/</span><span class="mi">10</span><span class="o">/</span><span class="mi">12</span> <span class="mi">15</span><span class="p">:</span><span class="mi">41</span><span class="p">:</span><span class="mi">16</span> <span class="n">POD</span> <span class="n">nrt</span><span class="o">-</span><span class="n">test</span><span class="o">-</span><span class="mi">5038</span> <span class="n">fits</span> <span class="ow">in</span> <span class="n">Node</span><span class="p">:</span><span class="n">ip</span><span class="o">-</span><span class="mi">192</span><span class="o">-</span><span class="mi">168</span><span class="o">-</span><span class="mi">2</span><span class="o">-</span><span class="mf">25.</span><span class="n">ec2</span><span class="o">.</span><span class="n">internal</span> <span class="mi">2022</span><span class="o">/</span><span class="mi">10</span><span class="o">/</span><span class="mi">12</span> <span class="mi">15</span><span class="p">:</span><span class="mi">41</span><span class="p">:</span><span class="mi">16</span> <span class="n">Filtered</span> <span class="n">nodes</span><span class="p">:</span> <span class="p">[</span><span class="n">ip</span><span class="o">-</span><span class="mi">192</span><span class="o">-</span><span class="mi">168</span><span class="o">-</span><span class="mi">2</span><span class="o">-</span><span class="mf">25.</span><span class="n">ec2</span><span class="o">.</span><span class="n">internal</span><span class="p">]</span> <span class="mi">2022</span><span class="o">/</span><span class="mi">10</span><span class="o">/</span><span class="mi">12</span> <span class="mi">15</span><span class="p">:</span><span class="mi">41</span><span class="p">:</span><span class="mi">16</span> <span class="n">Failed</span> <span class="n">nodes</span><span class="p">:</span> <span class="nb">map</span><span class="p">[]</span> <span class="mi">2022</span><span class="o">/</span><span class="mi">10</span><span class="o">/</span><span class="mi">12</span> <span class="mi">15</span><span class="p">:</span><span class="mi">41</span><span class="p">:</span><span class="mi">16</span> <span class="n">Finished</span> <span class="n">Processing</span> <span class="n">Filter</span> <span class="n">Request</span><span class="o">...</span> </pre></div> </div> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2022/10/12 15:41:16 Executing Bind Request! 2022/10/12 15:41:16 Determine if the pod %v is NeuronDevice podnrt-test-5038 2022/10/12 15:41:16 Updating POD Annotation with alloc devices! 2022/10/12 15:41:16 Return aws.amazon.com/neuroncore 2022/10/12 15:41:16 neuronDevUsageMap for resource:aws.amazon.com/neuroncore in node: ip-192-168-2-25.ec2.internal is [false false false false false false false false false false false false false false false false] 2022/10/12 15:41:16 Allocated ids for POD nrt-test-5038 are: 0,1,2,3,4,5,6,7,8 2022/10/12 15:41:16 Try to bind pod nrt-test-5038 in default namespace to node ip-192-168-2-25.ec2.internal with &amp;Binding{ObjectMeta:{nrt-test-5038 8da590b1-30bc-4335-b7e7-fe574f4f5538 0 0001-01-01 00:00:00 +0000 UTC &lt;nil&gt; &lt;nil&gt; map[] map[] [] [] []},Target:ObjectReference{Kind:Node,Namespace:,Name:ip-192-168-2-25.ec2.internal,UID:,APIVersion:,ResourceVersion:,FieldPath:,},} 2022/10/12 15:41:16 Updating the DevUsageMap since the bind is successful! 2022/10/12 15:41:16 Return aws.amazon.com/neuroncore 2022/10/12 15:41:16 neuronDevUsageMap for resource:aws.amazon.com/neuroncore in node: ip-192-168-2-25.ec2.internal is [false false false false false false false false false false false false false false false false] 2022/10/12 15:41:16 neuronDevUsageMap for resource:aws.amazon.com/neurondevice in node: ip-192-168-2-25.ec2.internal is [false false false false] 2022/10/12 15:41:16 Allocated devices list 0,1,2,3,4,5,6,7,8 for resource aws.amazon.com/neuroncore 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice 2022/10/12 15:41:16 Allocated devices list [2] for other resource aws.amazon.com/neurondevice 2022/10/12 15:41:16 Return aws.amazon.com/neuroncore 2022/10/12 15:41:16 Succesfully updated the DevUsageMap [true true true true true true true true true false false false false false false false] and otherDevUsageMap [true true true false] after alloc for node ip-192-168-2-25.ec2.internal 2022/10/12 15:41:16 Finished executing Bind Request... </pre></div> </div> </div></blockquote> </li> </ul> </div> <input id="sd-tab-item-5" name="sd-tab-set-3" type="radio"> <label class="sd-tab-label" for="sd-tab-item-5"> Default Scheduler Approach</label><div class="sd-tab-content docutils"> <ul id="k8s-default-scheduler"> <li><p class="sd-card-text">Make sure <a class="reference internal" href="tutorials/k8s-setup.html#k8s-neuron-device-plugin"><span class="std std-ref">Neuron device plugin</span></a> is running</p></li> <li><p class="sd-card-text">Download the scheduler config map <a class="reference download internal" download="" href="../_downloads/a7fd56c44db5ced817f13004e06389bf/k8s-neuron-scheduler-configmap.yml"><code class="xref download docutils literal notranslate"><span class="pre">k8s-neuron-scheduler-configmap.yml</span></code></a></p></li> <li><p class="sd-card-text">Download the scheduler extension <a class="reference download internal" download="" href="../_downloads/a08da4ce3bc71db1d80bb66f740d2366/k8s-neuron-scheduler.yml"><code class="xref download docutils literal notranslate"><span class="pre">k8s-neuron-scheduler.yml</span></code></a></p></li> <li><p class="sd-card-text">Enable the kube-scheduler with option to use configMap for scheduler policy. In your cluster.yml Please update the spec section with the following</p> <blockquote> <div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">spec</span><span class="p">:</span> <span class="n">kubeScheduler</span><span class="p">:</span> <span class="n">usePolicyConfigMap</span><span class="p">:</span> <span class="n">true</span> </pre></div> </div> </div></blockquote> </li> <li><p class="sd-card-text">Launch the cluster</p> <blockquote> <div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kops</span> <span class="n">create</span> <span class="o">-</span><span class="n">f</span> <span class="n">cluster</span><span class="o">.</span><span class="n">yml</span> <span class="n">kops</span> <span class="n">create</span> <span class="n">secret</span> <span class="o">--</span><span class="n">name</span> <span class="n">neuron</span><span class="o">-</span><span class="n">test</span><span class="o">-</span><span class="mf">1.</span><span class="n">k8s</span><span class="o">.</span><span class="n">local</span> <span class="n">sshpublickey</span> <span class="n">admin</span> <span class="o">-</span><span class="n">i</span> <span class="o">~/.</span><span class="n">ssh</span><span class="o">/</span><span class="n">id_rsa</span><span class="o">.</span><span class="n">pub</span> <span class="n">kops</span> <span class="n">update</span> <span class="n">cluster</span> <span class="o">--</span><span class="n">name</span> <span class="n">neuron</span><span class="o">-</span><span class="n">test</span><span class="o">-</span><span class="mf">1.</span><span class="n">k8s</span><span class="o">.</span><span class="n">local</span> <span class="o">--</span><span class="n">yes</span> </pre></div> </div> </div></blockquote> </li> <li><p class="sd-card-text">Apply the k8s-neuron-scheduler-configmap.yml [Registers neuron-scheduler-extension with kube-scheduler]</p> <blockquote> <div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">apply</span> <span class="o">-</span><span class="n">f</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">scheduler</span><span class="o">-</span><span class="n">configmap</span><span class="o">.</span><span class="n">yml</span> </pre></div> </div> </div></blockquote> </li> <li><p class="sd-card-text">Launch the neuron-scheduler-extension</p> <blockquote> <div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">apply</span> <span class="o">-</span><span class="n">f</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">scheduler</span><span class="o">.</span><span class="n">yml</span> </pre></div> </div> </div></blockquote> </li> </ul> </div> </div> </div> </details></div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-med"> Tutorials<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-6" name="sd-tab-set-4" type="radio"> <label class="sd-tab-label" for="sd-tab-item-6"> Training</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p class="sd-card-text"><a class="reference internal" href="tutorials/training/tutorial-training.html#tutorial-training"><span class="std std-ref">Run training in Pytorch Neuron container</span></a></p></li> <li><p class="sd-card-text"><a class="reference internal" href="tutorials/training/k8s_mlp_train_demo.html#example-deploy-mlp-train-pod"><span class="std std-ref">Deploy a simple mlp training script as a Kubernetes job</span></a></p></li> </ul> </div> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-7" name="sd-tab-set-5" type="radio"> <label class="sd-tab-label" for="sd-tab-item-7"> Inference</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p class="sd-card-text"><a class="reference internal" href="tutorials/inference/tutorial-infer.html#tutorial-infer"><span class="std std-ref">Run inference in pytorch neuron container</span></a></p></li> <li><p class="sd-card-text"><a class="reference internal" href="tutorials/inference/k8s_rn50_demo.html#example-deploy-rn50-as-k8s-service"><span class="std std-ref">Deploy a TensorFlow Resnet50 model as a Kubernetes service</span></a></p></li> </ul> </div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-med"> Developer Flows<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-8" name="sd-tab-set-6" type="radio"> <label class="sd-tab-label" for="sd-tab-item-8"> Inference</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p class="sd-card-text"><a class="reference internal" href="dlc-then-ec2-devflow.html#containers-dlc-then-ec2-devflow"><span class="std std-ref">Deploy Neuron Container on EC2</span></a></p></li> <li><p class="sd-card-text"><a class="reference internal" href="dlc-then-ecs-devflow.html#containers-dlc-then-ecs-devflow"><span class="std std-ref">Deploy Neuron Container on Elastic Container Service (ECS)</span></a></p></li> <li><p class="sd-card-text"><a class="reference internal" href="dlc-then-eks-devflow.html#containers-dlc-then-eks-devflow"><span class="std std-ref">Deploy Neuron Container on Elastic Kubernetes Service (EKS)</span></a></p></li> <li><p class="sd-card-text"><a class="reference internal" href="container-sm-hosting-devflow.html#containers-byoc-hosting-devflow"><span class="std std-ref">Bring Your Own Neuron Container to Sagemaker Hosting (inf1)</span></a></p></li> </ul> </div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" open="open"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-med"> FAQ, Troubleshooting and Release Note<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <ul class="simple"> <li><p class="sd-card-text"><a class="reference internal" href="faq.html#container-faq"><span class="std std-ref">Neuron Containers FAQ</span></a></p></li> <li><p class="sd-card-text"><a class="reference internal" href="troubleshooting.html#container-troubleshooting"><span class="std std-ref">Troubleshooting Neuron Containers</span></a></p></li> <li><p class="sd-card-text"><a class="reference internal" href="../release-notes/containers/neuron-containers.html#neuron-containers-release-notes"><span class="std std-ref">Neuron Containers Release Notes</span></a></p></li> <li><p class="sd-card-text"><a class="reference internal" href="../release-notes/containers/neuron-k8.html#neuron-k8-rn"><span class="std std-ref">Neuron K8 Release Notes</span></a></p></li> </ul> </div> </details><p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../general/setup/mxnet-neuron.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">MxNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>) Setup</p> </div> </a> <a class="right-next" id="next-link" href="locate-neuron-dlc-image.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Containers - Locate Neuron DLC Image</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:01.976Z
Containers - Kubernetes - Getting Started — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/kubernetes-getting-started.html
# Containers - Kubernetes - Getting Started — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Containers - Kubernetes - Getting Started[#](#containers-kubernetes-getting-started "Permalink to this headline") - Working kubernetes cluster - Inf1/Trn1 instances as worker nodes with attached roles allowing: \* ECR read access policy to retrieve container images from ECR: **arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly** - [Tutorial Docker environment setup](tutorials/tutorial-docker-env-setup.html#tutorial-docker-env-setup): to install required packages in the worker nodes. With EKS, the [EKS optimized accelarated AMI](https://docs.aws.amazon.com/eks/latest/userguide/eks-optimized-ami.html#gpu-ami) has the necessary neuron components installed - Kubernetes node object has instance-type set to inf1/trn1 types. For ex, `"node.kubernetes.io/instance-type": "inf1.2xlarge"` or `"node.kubernetes.io/instance-type": "trn1.2xlarge"` Neuron device plugin exposes Neuron cores & devices to kubernetes as a resource. aws.amazon.com/neuroncore, aws.amazon.com/neurondevice, aws.amazon.com/neuron are the resources that the neuron device plugin registers with the kubernetes. aws.amazon.com/neuroncore is used for allocating neuron cores to the container. aws.amazon.com/neurondevice is used for allocating neuron devices to the container. When neurondevice is used all the cores belonging to the device will be allocated to container. aws.amazon.com/neuron also allocates neurondevices and this exists just to be backward compatible with already existing installations. aws.amazon.com/neurondevice is the recommended resource for allocating devices to the container. - Make sure prequisite are satisified - Download the neuron device plugin yaml file. [`k8s-neuron-device-plugin.yml`](../_downloads/f57f27621e52b305dba7d624c477977a/k8s-neuron-device-plugin.yml) - Download the neuron device plugin rbac yaml file. This enables permissions for device plugin to update the node and Pod annotations. [`k8s-neuron-device-plugin-rbac.yml`](../_downloads/46fb1da6e5e79c3310ebc0cbd6ad2353/k8s-neuron-device-plugin-rbac.yml) - Apply the Neuron device plugin as a daemonset on the cluster with the following command > ``` > kubectl apply -f k8s-neuron-device-plugin-rbac.yml > kubectl apply -f k8s-neuron-device-plugin.yml > > ``` - Verify that neuron device plugin is running > ``` > kubectl get ds neuron-device-plugin-daemonset --namespace kube-system > > ``` > > Expected result (with 2 nodes in cluster): > > ``` > NAME DESIRED CURRENT READY UP-TO-DATE AVAILABLE NODE SELECTOR AGE > neuron-device-plugin-daemonset 2 2 2 2 2 <none> 27h > > ``` - Verify that the node has allocatable neuron cores and devices with the following command > ``` > kubectl get nodes "-o=custom-columns=NAME:.metadata.name,NeuronCore:.status.allocatable.aws\.amazon\.com/neuroncore" > > ``` > > Expected result: > > ``` > NAME NeuronCore > ip-192-168-65-41.us-west-2.compute.internal 32 > ip-192-168-87-81.us-west-2.compute.internal 32 > > ``` > > ``` > kubectl get nodes "-o=custom-columns=NAME:.metadata.name,NeuronDevice:.status.allocatable.aws\.amazon\.com/neurondevice" > > ``` > > Expected result: > > ``` > NAME NeuronDevice > ip-192-168-65-41.us-west-2.compute.internal 16 > ip-192-168-87-81.us-west-2.compute.internal 16 > > ``` Neuron scheduler extension is required for scheduling pods that require more than one Neuron core or device resource. Refer [Neuron Scheduler Extension Flow Diagram](tutorials/ks8-neuron-scheduler-flow.html#k8s-neuron-scheduler-flow) for details on how the neuron scheduler extension works. Neuron scheduler extension filter out nodes with non-contiguous core/device ids and enforces allocation of contiguous core/device ids for the PODs requiring it. Multiple Scheduler Approach In cluster environments where there is no access to default scheduler, the neuron scheduler extension can be used with another scheduler. A new scheduler is added (along with the default scheduler) and then the pod’s that needs to run the neuron workload use this new scheduler. Neuron scheduler extension is added to this new scheduler. EKS natively does not yet support the neuron scheduler extension and so in the EKS environment this is the only way to add the neuron scheduler extension. - Make sure [Neuron device plugin](tutorials/k8s-setup.html#k8s-neuron-device-plugin) is running - Download the my scheduler [`my-scheduler.yml`](../_downloads/e739253083129abeaf6f6ad1db7ccb21/my-scheduler.yml) - Download the scheduler extension [`k8s-neuron-scheduler-eks.yml`](../_downloads/e518187532701b6660dcd70ea28c2562/k8s-neuron-scheduler-eks.yml) - Apply the neuron-scheduler-extension > ``` > kubectl apply -f k8s-neuron-scheduler-eks.yml > > ``` - Apply the my-scheduler.yml > ``` > kubectl apply -f my-scheduler.yml > > ``` - Check there are no errors in the my-scheduler pod logs and the k8s-neuron-scheduler pod is bound to a node > ``` > kubectl logs -n kube-system my-scheduler-79bd4cb788-hq2sq > > ``` > > ``` > I1012 15:30:21.629611 1 scheduler.go:604] "Successfully bound pod to node" pod="kube-system/k8s-neuron-scheduler-5d9d9d7988-xcpqm" node="ip-192-168-2-25.ec2.internal" evaluatedNodes=1 feasibleNodes=1 > > ``` - When running new pod’s that need to use the neuron scheduler extension, make sure it uses the my-scheduler as the scheduler. Sample pod spec is below > ``` > apiVersion: v1 > kind: Pod > metadata: > name: <POD_NAME> > spec: > restartPolicy: Never > schedulerName: my-scheduler > containers: > - name: <POD_NAME> > command: ["<COMMAND>"] > image: <IMAGE_NAME> > resources: > limits: > cpu: "4" > memory: 4Gi > aws.amazon.com/neuroncore: 9 > requests: > cpu: "1" > memory: 1Gi > > ``` - Once the neuron workload pod is run, make sure logs in the k8s neuron scheduler has successfull filter/bind request > ``` > kubectl logs -n kube-system k8s-neuron-scheduler-5d9d9d7988-xcpqm > > ``` > > ``` > 2022/10/12 15:41:16 POD nrt-test-5038 fits in Node:ip-192-168-2-25.ec2.internal > 2022/10/12 15:41:16 Filtered nodes: [ip-192-168-2-25.ec2.internal] > 2022/10/12 15:41:16 Failed nodes: map[] > 2022/10/12 15:41:16 Finished Processing Filter Request... > > ``` > > ``` > 2022/10/12 15:41:16 Executing Bind Request! > 2022/10/12 15:41:16 Determine if the pod %v is NeuronDevice podnrt-test-5038 > 2022/10/12 15:41:16 Updating POD Annotation with alloc devices! > 2022/10/12 15:41:16 Return aws.amazon.com/neuroncore > 2022/10/12 15:41:16 neuronDevUsageMap for resource:aws.amazon.com/neuroncore in node: ip-192-168-2-25.ec2.internal is [false false false false false false false false false false false false false false false false] > 2022/10/12 15:41:16 Allocated ids for POD nrt-test-5038 are: 0,1,2,3,4,5,6,7,8 > 2022/10/12 15:41:16 Try to bind pod nrt-test-5038 in default namespace to node ip-192-168-2-25.ec2.internal with &Binding{ObjectMeta:{nrt-test-5038 8da590b1-30bc-4335-b7e7-fe574f4f5538 0 0001-01-01 00:00:00 +0000 UTC <nil> <nil> map[] map[] [] [] []},Target:ObjectReference{Kind:Node,Namespace:,Name:ip-192-168-2-25.ec2.internal,UID:,APIVersion:,ResourceVersion:,FieldPath:,},} > 2022/10/12 15:41:16 Updating the DevUsageMap since the bind is successful! > 2022/10/12 15:41:16 Return aws.amazon.com/neuroncore > 2022/10/12 15:41:16 neuronDevUsageMap for resource:aws.amazon.com/neuroncore in node: ip-192-168-2-25.ec2.internal is [false false false false false false false false false false false false false false false false] > 2022/10/12 15:41:16 neuronDevUsageMap for resource:aws.amazon.com/neurondevice in node: ip-192-168-2-25.ec2.internal is [false false false false] > 2022/10/12 15:41:16 Allocated devices list 0,1,2,3,4,5,6,7,8 for resource aws.amazon.com/neuroncore > 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice > 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice > 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice > 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice > 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice > 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice > 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice > 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice > 2022/10/12 15:41:16 Allocated devices list [2] for other resource aws.amazon.com/neurondevice > 2022/10/12 15:41:16 Return aws.amazon.com/neuroncore > 2022/10/12 15:41:16 Succesfully updated the DevUsageMap [true true true true true true true true true false false false false false false false] and otherDevUsageMap [true true true false] after alloc for node ip-192-168-2-25.ec2.internal > 2022/10/12 15:41:16 Finished executing Bind Request... > > ``` Default Scheduler Approach - Make sure [Neuron device plugin](tutorials/k8s-setup.html#k8s-neuron-device-plugin) is running - Download the scheduler config map [`k8s-neuron-scheduler-configmap.yml`](../_downloads/a7fd56c44db5ced817f13004e06389bf/k8s-neuron-scheduler-configmap.yml) - Download the scheduler extension [`k8s-neuron-scheduler.yml`](../_downloads/a08da4ce3bc71db1d80bb66f740d2366/k8s-neuron-scheduler.yml) - Enable the kube-scheduler with option to use configMap for scheduler policy. In your cluster.yml Please update the spec section with the following > ``` > spec: > kubeScheduler: > usePolicyConfigMap: true > > ``` - Launch the cluster > ``` > kops create -f cluster.yml > kops create secret --name neuron-test-1.k8s.local sshpublickey admin -i ~/.ssh/id_rsa.pub > kops update cluster --name neuron-test-1.k8s.local --yes > > ``` - Apply the k8s-neuron-scheduler-configmap.yml \[Registers neuron-scheduler-extension with kube-scheduler\] > ``` > kubectl apply -f k8s-neuron-scheduler-configmap.yml > > ``` - Launch the neuron-scheduler-extension > ``` > kubectl apply -f k8s-neuron-scheduler.yml > > ``` _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Containers - Kubernetes - Getting Started — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Containers - Tutorials" href="tutorials.html"> <link rel="prev" title="Containers - Getting Started" href="getting-started.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/kubernetes-getting-started", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l3 current active"> <a class="current reference internal" href="#"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/kubernetes-getting-started.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/kubernetes-getting-started.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/containers/kubernetes-getting-started.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Containers - Kubernetes - Getting Started</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="containers-kubernetes-getting-started"> <h1>Containers - Kubernetes - Getting Started<a class="headerlink" href="#containers-kubernetes-getting-started" title="Permalink to this headline">#</a></h1> <details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Prerequisite<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <ul class="simple"> <li><p class="sd-card-text">Working kubernetes cluster</p></li> <li><p class="sd-card-text">Inf1/Trn1 instances as worker nodes with attached roles allowing: * ECR read access policy to retrieve container images from ECR: <strong>arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly</strong></p></li> <li><p class="sd-card-text"><a class="reference internal" href="tutorials/tutorial-docker-env-setup.html#tutorial-docker-env-setup"><span class="std std-ref">Tutorial Docker environment setup</span></a>: to install required packages in the worker nodes. With EKS, the <a class="reference external" href="https://docs.aws.amazon.com/eks/latest/userguide/eks-optimized-ami.html#gpu-ami">EKS optimized accelarated AMI</a> has the necessary neuron components installed</p></li> <li><p class="sd-card-text">Kubernetes node object has instance-type set to inf1/trn1 types. For ex, <code class="docutils literal notranslate"><span class="pre">"node.kubernetes.io/instance-type":</span> <span class="pre">"inf1.2xlarge"</span></code> or <code class="docutils literal notranslate"><span class="pre">"node.kubernetes.io/instance-type":</span> <span class="pre">"trn1.2xlarge"</span></code></p></li> </ul> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Deploy Neuron Device Plugin<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <p class="sd-card-text" id="k8s-neuron-device-plugin">Neuron device plugin exposes Neuron cores &amp; devices to kubernetes as a resource. aws.amazon.com/neuroncore, aws.amazon.com/neurondevice, aws.amazon.com/neuron are the resources that the neuron device plugin registers with the kubernetes. aws.amazon.com/neuroncore is used for allocating neuron cores to the container. aws.amazon.com/neurondevice is used for allocating neuron devices to the container. When neurondevice is used all the cores belonging to the device will be allocated to container. aws.amazon.com/neuron also allocates neurondevices and this exists just to be backward compatible with already existing installations. aws.amazon.com/neurondevice is the recommended resource for allocating devices to the container.</p> <ul> <li><p class="sd-card-text">Make sure <span class="xref std std-ref">prequisite</span> are satisified</p></li> <li><p class="sd-card-text">Download the neuron device plugin yaml file. <a class="reference download internal" download="" href="../_downloads/f57f27621e52b305dba7d624c477977a/k8s-neuron-device-plugin.yml"><code class="xref download docutils literal notranslate"><span class="pre">k8s-neuron-device-plugin.yml</span></code></a></p></li> <li><p class="sd-card-text">Download the neuron device plugin rbac yaml file. This enables permissions for device plugin to update the node and Pod annotations. <a class="reference download internal" download="" href="../_downloads/46fb1da6e5e79c3310ebc0cbd6ad2353/k8s-neuron-device-plugin-rbac.yml"><code class="xref download docutils literal notranslate"><span class="pre">k8s-neuron-device-plugin-rbac.yml</span></code></a></p></li> <li><p class="sd-card-text">Apply the Neuron device plugin as a daemonset on the cluster with the following command</p> <blockquote> <div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>kubectl<span class="w"> </span>apply<span class="w"> </span>-f<span class="w"> </span>k8s-neuron-device-plugin-rbac.yml kubectl<span class="w"> </span>apply<span class="w"> </span>-f<span class="w"> </span>k8s-neuron-device-plugin.yml </pre></div> </div> </div></blockquote> </li> <li><p class="sd-card-text">Verify that neuron device plugin is running</p> <blockquote> <div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>kubectl<span class="w"> </span>get<span class="w"> </span>ds<span class="w"> </span>neuron-device-plugin-daemonset<span class="w"> </span>--namespace<span class="w"> </span>kube-system </pre></div> </div> <p class="sd-card-text">Expected result (with 2 nodes in cluster):</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>NAME<span class="w"> </span>DESIRED<span class="w"> </span>CURRENT<span class="w"> </span>READY<span class="w"> </span>UP-TO-DATE<span class="w"> </span>AVAILABLE<span class="w"> </span>NODE<span class="w"> </span>SELECTOR<span class="w"> </span>AGE neuron-device-plugin-daemonset<span class="w"> </span><span class="m">2</span><span class="w"> </span><span class="m">2</span><span class="w"> </span><span class="m">2</span><span class="w"> </span><span class="m">2</span><span class="w"> </span><span class="m">2</span><span class="w"> </span>&lt;none&gt;<span class="w"> </span>27h </pre></div> </div> </div></blockquote> </li> <li><p class="sd-card-text">Verify that the node has allocatable neuron cores and devices with the following command</p> <blockquote> <div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>kubectl<span class="w"> </span>get<span class="w"> </span>nodes<span class="w"> </span><span class="s2">"-o=custom-columns=NAME:.metadata.name,NeuronCore:.status.allocatable.aws\.amazon\.com/neuroncore"</span> </pre></div> </div> <p class="sd-card-text">Expected result:</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>NAME<span class="w"> </span>NeuronCore ip-192-168-65-41.us-west-2.compute.internal<span class="w"> </span><span class="m">32</span> ip-192-168-87-81.us-west-2.compute.internal<span class="w"> </span><span class="m">32</span> </pre></div> </div> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>kubectl<span class="w"> </span>get<span class="w"> </span>nodes<span class="w"> </span><span class="s2">"-o=custom-columns=NAME:.metadata.name,NeuronDevice:.status.allocatable.aws\.amazon\.com/neurondevice"</span> </pre></div> </div> <p class="sd-card-text">Expected result:</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>NAME<span class="w"> </span>NeuronDevice ip-192-168-65-41.us-west-2.compute.internal<span class="w"> </span><span class="m">16</span> ip-192-168-87-81.us-west-2.compute.internal<span class="w"> </span><span class="m">16</span> </pre></div> </div> </div></blockquote> </li> </ul> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-small"> Deploy Neuron Scheduler Extension<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <p class="sd-card-text">Neuron scheduler extension is required for scheduling pods that require more than one Neuron core or device resource. Refer <a class="reference internal" href="tutorials/ks8-neuron-scheduler-flow.html#k8s-neuron-scheduler-flow"><span class="std std-ref">Neuron Scheduler Extension Flow Diagram</span></a> for details on how the neuron scheduler extension works. Neuron scheduler extension filter out nodes with non-contiguous core/device ids and enforces allocation of contiguous core/device ids for the PODs requiring it.</p> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-0"> Multiple Scheduler Approach</label><div class="sd-tab-content docutils"> <p class="sd-card-text" id="k8s-multiple-scheduler">In cluster environments where there is no access to default scheduler, the neuron scheduler extension can be used with another scheduler. A new scheduler is added (along with the default scheduler) and then the pod’s that needs to run the neuron workload use this new scheduler. Neuron scheduler extension is added to this new scheduler. EKS natively does not yet support the neuron scheduler extension and so in the EKS environment this is the only way to add the neuron scheduler extension.</p> <ul> <li><p class="sd-card-text">Make sure <a class="reference internal" href="tutorials/k8s-setup.html#k8s-neuron-device-plugin"><span class="std std-ref">Neuron device plugin</span></a> is running</p></li> <li><p class="sd-card-text">Download the my scheduler <a class="reference download internal" download="" href="../_downloads/e739253083129abeaf6f6ad1db7ccb21/my-scheduler.yml"><code class="xref download docutils literal notranslate"><span class="pre">my-scheduler.yml</span></code></a></p></li> <li><p class="sd-card-text">Download the scheduler extension <a class="reference download internal" download="" href="../_downloads/e518187532701b6660dcd70ea28c2562/k8s-neuron-scheduler-eks.yml"><code class="xref download docutils literal notranslate"><span class="pre">k8s-neuron-scheduler-eks.yml</span></code></a></p></li> <li><p class="sd-card-text">Apply the neuron-scheduler-extension</p> <blockquote> <div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">apply</span> <span class="o">-</span><span class="n">f</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">scheduler</span><span class="o">-</span><span class="n">eks</span><span class="o">.</span><span class="n">yml</span> </pre></div> </div> </div></blockquote> </li> <li><p class="sd-card-text">Apply the my-scheduler.yml</p> <blockquote> <div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">apply</span> <span class="o">-</span><span class="n">f</span> <span class="n">my</span><span class="o">-</span><span class="n">scheduler</span><span class="o">.</span><span class="n">yml</span> </pre></div> </div> </div></blockquote> </li> <li><p class="sd-card-text">Check there are no errors in the my-scheduler pod logs and the k8s-neuron-scheduler pod is bound to a node</p> <blockquote> <div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">logs</span> <span class="o">-</span><span class="n">n</span> <span class="n">kube</span><span class="o">-</span><span class="n">system</span> <span class="n">my</span><span class="o">-</span><span class="n">scheduler</span><span class="o">-</span><span class="mi">79</span><span class="n">bd4cb788</span><span class="o">-</span><span class="n">hq2sq</span> </pre></div> </div> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">I1012</span> <span class="mi">15</span><span class="p">:</span><span class="mi">30</span><span class="p">:</span><span class="mf">21.629611</span> <span class="mi">1</span> <span class="n">scheduler</span><span class="o">.</span><span class="n">go</span><span class="p">:</span><span class="mi">604</span><span class="p">]</span> <span class="s2">"Successfully bound pod to node"</span> <span class="n">pod</span><span class="o">=</span><span class="s2">"kube-system/k8s-neuron-scheduler-5d9d9d7988-xcpqm"</span> <span class="n">node</span><span class="o">=</span><span class="s2">"ip-192-168-2-25.ec2.internal"</span> <span class="n">evaluatedNodes</span><span class="o">=</span><span class="mi">1</span> <span class="n">feasibleNodes</span><span class="o">=</span><span class="mi">1</span> </pre></div> </div> </div></blockquote> </li> <li><p class="sd-card-text">When running new pod’s that need to use the neuron scheduler extension, make sure it uses the my-scheduler as the scheduler. Sample pod spec is below</p> <blockquote> <div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">apiVersion</span><span class="p">:</span> <span class="n">v1</span> <span class="n">kind</span><span class="p">:</span> <span class="n">Pod</span> <span class="n">metadata</span><span class="p">:</span> <span class="n">name</span><span class="p">:</span> <span class="o">&lt;</span><span class="n">POD_NAME</span><span class="o">&gt;</span> <span class="n">spec</span><span class="p">:</span> <span class="n">restartPolicy</span><span class="p">:</span> <span class="n">Never</span> <span class="n">schedulerName</span><span class="p">:</span> <span class="n">my</span><span class="o">-</span><span class="n">scheduler</span> <span class="n">containers</span><span class="p">:</span> <span class="o">-</span> <span class="n">name</span><span class="p">:</span> <span class="o">&lt;</span><span class="n">POD_NAME</span><span class="o">&gt;</span> <span class="n">command</span><span class="p">:</span> <span class="p">[</span><span class="s2">"&lt;COMMAND&gt;"</span><span class="p">]</span> <span class="n">image</span><span class="p">:</span> <span class="o">&lt;</span><span class="n">IMAGE_NAME</span><span class="o">&gt;</span> <span class="n">resources</span><span class="p">:</span> <span class="n">limits</span><span class="p">:</span> <span class="n">cpu</span><span class="p">:</span> <span class="s2">"4"</span> <span class="n">memory</span><span class="p">:</span> <span class="mi">4</span><span class="n">Gi</span> <span class="n">aws</span><span class="o">.</span><span class="n">amazon</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">neuroncore</span><span class="p">:</span> <span class="mi">9</span> <span class="n">requests</span><span class="p">:</span> <span class="n">cpu</span><span class="p">:</span> <span class="s2">"1"</span> <span class="n">memory</span><span class="p">:</span> <span class="mi">1</span><span class="n">Gi</span> </pre></div> </div> </div></blockquote> </li> <li><p class="sd-card-text">Once the neuron workload pod is run, make sure logs in the k8s neuron scheduler has successfull filter/bind request</p> <blockquote> <div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">logs</span> <span class="o">-</span><span class="n">n</span> <span class="n">kube</span><span class="o">-</span><span class="n">system</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">scheduler</span><span class="o">-</span><span class="mi">5</span><span class="n">d9d9d7988</span><span class="o">-</span><span class="n">xcpqm</span> </pre></div> </div> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">2022</span><span class="o">/</span><span class="mi">10</span><span class="o">/</span><span class="mi">12</span> <span class="mi">15</span><span class="p">:</span><span class="mi">41</span><span class="p">:</span><span class="mi">16</span> <span class="n">POD</span> <span class="n">nrt</span><span class="o">-</span><span class="n">test</span><span class="o">-</span><span class="mi">5038</span> <span class="n">fits</span> <span class="ow">in</span> <span class="n">Node</span><span class="p">:</span><span class="n">ip</span><span class="o">-</span><span class="mi">192</span><span class="o">-</span><span class="mi">168</span><span class="o">-</span><span class="mi">2</span><span class="o">-</span><span class="mf">25.</span><span class="n">ec2</span><span class="o">.</span><span class="n">internal</span> <span class="mi">2022</span><span class="o">/</span><span class="mi">10</span><span class="o">/</span><span class="mi">12</span> <span class="mi">15</span><span class="p">:</span><span class="mi">41</span><span class="p">:</span><span class="mi">16</span> <span class="n">Filtered</span> <span class="n">nodes</span><span class="p">:</span> <span class="p">[</span><span class="n">ip</span><span class="o">-</span><span class="mi">192</span><span class="o">-</span><span class="mi">168</span><span class="o">-</span><span class="mi">2</span><span class="o">-</span><span class="mf">25.</span><span class="n">ec2</span><span class="o">.</span><span class="n">internal</span><span class="p">]</span> <span class="mi">2022</span><span class="o">/</span><span class="mi">10</span><span class="o">/</span><span class="mi">12</span> <span class="mi">15</span><span class="p">:</span><span class="mi">41</span><span class="p">:</span><span class="mi">16</span> <span class="n">Failed</span> <span class="n">nodes</span><span class="p">:</span> <span class="nb">map</span><span class="p">[]</span> <span class="mi">2022</span><span class="o">/</span><span class="mi">10</span><span class="o">/</span><span class="mi">12</span> <span class="mi">15</span><span class="p">:</span><span class="mi">41</span><span class="p">:</span><span class="mi">16</span> <span class="n">Finished</span> <span class="n">Processing</span> <span class="n">Filter</span> <span class="n">Request</span><span class="o">...</span> </pre></div> </div> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2022/10/12 15:41:16 Executing Bind Request! 2022/10/12 15:41:16 Determine if the pod %v is NeuronDevice podnrt-test-5038 2022/10/12 15:41:16 Updating POD Annotation with alloc devices! 2022/10/12 15:41:16 Return aws.amazon.com/neuroncore 2022/10/12 15:41:16 neuronDevUsageMap for resource:aws.amazon.com/neuroncore in node: ip-192-168-2-25.ec2.internal is [false false false false false false false false false false false false false false false false] 2022/10/12 15:41:16 Allocated ids for POD nrt-test-5038 are: 0,1,2,3,4,5,6,7,8 2022/10/12 15:41:16 Try to bind pod nrt-test-5038 in default namespace to node ip-192-168-2-25.ec2.internal with &amp;Binding{ObjectMeta:{nrt-test-5038 8da590b1-30bc-4335-b7e7-fe574f4f5538 0 0001-01-01 00:00:00 +0000 UTC &lt;nil&gt; &lt;nil&gt; map[] map[] [] [] []},Target:ObjectReference{Kind:Node,Namespace:,Name:ip-192-168-2-25.ec2.internal,UID:,APIVersion:,ResourceVersion:,FieldPath:,},} 2022/10/12 15:41:16 Updating the DevUsageMap since the bind is successful! 2022/10/12 15:41:16 Return aws.amazon.com/neuroncore 2022/10/12 15:41:16 neuronDevUsageMap for resource:aws.amazon.com/neuroncore in node: ip-192-168-2-25.ec2.internal is [false false false false false false false false false false false false false false false false] 2022/10/12 15:41:16 neuronDevUsageMap for resource:aws.amazon.com/neurondevice in node: ip-192-168-2-25.ec2.internal is [false false false false] 2022/10/12 15:41:16 Allocated devices list 0,1,2,3,4,5,6,7,8 for resource aws.amazon.com/neuroncore 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice 2022/10/12 15:41:16 Allocated devices list [2] for other resource aws.amazon.com/neurondevice 2022/10/12 15:41:16 Return aws.amazon.com/neuroncore 2022/10/12 15:41:16 Succesfully updated the DevUsageMap [true true true true true true true true true false false false false false false false] and otherDevUsageMap [true true true false] after alloc for node ip-192-168-2-25.ec2.internal 2022/10/12 15:41:16 Finished executing Bind Request... </pre></div> </div> </div></blockquote> </li> </ul> </div> <input id="sd-tab-item-1" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-1"> Default Scheduler Approach</label><div class="sd-tab-content docutils"> <ul id="k8s-default-scheduler"> <li><p class="sd-card-text">Make sure <a class="reference internal" href="tutorials/k8s-setup.html#k8s-neuron-device-plugin"><span class="std std-ref">Neuron device plugin</span></a> is running</p></li> <li><p class="sd-card-text">Download the scheduler config map <a class="reference download internal" download="" href="../_downloads/a7fd56c44db5ced817f13004e06389bf/k8s-neuron-scheduler-configmap.yml"><code class="xref download docutils literal notranslate"><span class="pre">k8s-neuron-scheduler-configmap.yml</span></code></a></p></li> <li><p class="sd-card-text">Download the scheduler extension <a class="reference download internal" download="" href="../_downloads/a08da4ce3bc71db1d80bb66f740d2366/k8s-neuron-scheduler.yml"><code class="xref download docutils literal notranslate"><span class="pre">k8s-neuron-scheduler.yml</span></code></a></p></li> <li><p class="sd-card-text">Enable the kube-scheduler with option to use configMap for scheduler policy. In your cluster.yml Please update the spec section with the following</p> <blockquote> <div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">spec</span><span class="p">:</span> <span class="n">kubeScheduler</span><span class="p">:</span> <span class="n">usePolicyConfigMap</span><span class="p">:</span> <span class="n">true</span> </pre></div> </div> </div></blockquote> </li> <li><p class="sd-card-text">Launch the cluster</p> <blockquote> <div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kops</span> <span class="n">create</span> <span class="o">-</span><span class="n">f</span> <span class="n">cluster</span><span class="o">.</span><span class="n">yml</span> <span class="n">kops</span> <span class="n">create</span> <span class="n">secret</span> <span class="o">--</span><span class="n">name</span> <span class="n">neuron</span><span class="o">-</span><span class="n">test</span><span class="o">-</span><span class="mf">1.</span><span class="n">k8s</span><span class="o">.</span><span class="n">local</span> <span class="n">sshpublickey</span> <span class="n">admin</span> <span class="o">-</span><span class="n">i</span> <span class="o">~/.</span><span class="n">ssh</span><span class="o">/</span><span class="n">id_rsa</span><span class="o">.</span><span class="n">pub</span> <span class="n">kops</span> <span class="n">update</span> <span class="n">cluster</span> <span class="o">--</span><span class="n">name</span> <span class="n">neuron</span><span class="o">-</span><span class="n">test</span><span class="o">-</span><span class="mf">1.</span><span class="n">k8s</span><span class="o">.</span><span class="n">local</span> <span class="o">--</span><span class="n">yes</span> </pre></div> </div> </div></blockquote> </li> <li><p class="sd-card-text">Apply the k8s-neuron-scheduler-configmap.yml [Registers neuron-scheduler-extension with kube-scheduler]</p> <blockquote> <div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">apply</span> <span class="o">-</span><span class="n">f</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">scheduler</span><span class="o">-</span><span class="n">configmap</span><span class="o">.</span><span class="n">yml</span> </pre></div> </div> </div></blockquote> </li> <li><p class="sd-card-text">Launch the neuron-scheduler-extension</p> <blockquote> <div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">apply</span> <span class="o">-</span><span class="n">f</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">scheduler</span><span class="o">.</span><span class="n">yml</span> </pre></div> </div> </div></blockquote> </li> </ul> </div> </div> </div> </details><p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="getting-started.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Containers - Getting Started</p> </div> </a> <a class="right-next" id="next-link" href="tutorials.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Containers - Tutorials</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:02.220Z
Containers – Inference Tutorials — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/tutorials/inference/index.html
# Containers – Inference Tutorials — AWS Neuron Documentation next Run inference in pytorch neuron container
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Containers – Inference Tutorials — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Run inference in pytorch neuron container" href="tutorial-infer.html"> <link rel="prev" title="Containers - Tutorials" href="../../tutorials.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/tutorials/inference/index", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="../../locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../../tutorials.html"> Tutorials </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active has-children"> <a class="current reference internal" href="#"> Inference </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../../index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="../../locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="../../tutorials.html"> Tutorials </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/containers/tutorials/inference/index.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/tutorials/inference/index.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/containers/tutorials/inference/index.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/containers/tutorials/inference/index.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/containers/tutorials/inference/index.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/containers/tutorials/inference/index.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/containers/tutorials/inference/index.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/containers/tutorials/inference/index.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/containers/tutorials/inference/index.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/containers/tutorials/inference/index.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/containers/tutorials/inference/index.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/containers/tutorials/inference/index.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/containers/tutorials/inference/index.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/containers/tutorials/inference/index.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/containers/tutorials/inference/index.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/containers/tutorials/inference/index.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/containers/tutorials/inference/index.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/containers/tutorials/inference/index.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/containers/tutorials/inference/index.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/containers/tutorials/inference/index.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/containers/tutorials/inference/index.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/containers/tutorials/inference/index.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/containers/tutorials/inference/index.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/containers/tutorials/inference/index.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/containers/tutorials/inference/index.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/containers/tutorials/inference/index.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/containers/tutorials/inference/index.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/containers/tutorials/inference/index.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/containers/tutorials/inference/index.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/containers/tutorials/inference/index.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//containers/tutorials/inference/index.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/tutorials/inference/index.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/tutorials/inference/index.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/containers/tutorials/inference/index.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Containers – Inference Tutorials</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="containers-inference-tutorials"> <h1>Containers – Inference Tutorials<a class="headerlink" href="#containers-inference-tutorials" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <ul class="simple"> <li><p><a class="reference internal" href="tutorial-infer.html#tutorial-infer"><span class="std std-ref">Run inference in pytorch neuron container</span></a></p></li> <li><p><a class="reference internal" href="k8s_rn50_demo.html#example-deploy-rn50-as-k8s-service"><span class="std std-ref">Deploy a TensorFlow Resnet50 model as a Kubernetes service</span></a></p></li> </ul> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../../tutorials.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Containers - Tutorials</p> </div> </a> <a class="right-next" id="next-link" href="tutorial-infer.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Run inference in pytorch neuron container</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:02.544Z
Containers - Tutorials — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/tutorials.html
# Tutorials — AWS Neuron Documentation - [repository](https://github.com/aws-neuron/aws-neuron-sdk) - [open issue](https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/tutorials.html&body=Your%20issue%20content%20here.) - [suggest edit](https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/tutorials.rst) - [.rst](../_sources/containers/tutorials.rst.txt) ## Containers - Tutorials _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Containers - Tutorials[#](#containers-tutorials "Permalink to this headline") Training - [Run training in Pytorch Neuron container](tutorials/training/tutorial-training.html#tutorial-training) - [Deploy a simple mlp training script as a Kubernetes job](tutorials/training/k8s_mlp_train_demo.html#example-deploy-mlp-train-pod) Inference - [Run inference in pytorch neuron container](tutorials/inference/tutorial-infer.html#tutorial-infer) - [Deploy a TensorFlow Resnet50 model as a Kubernetes service](tutorials/inference/k8s_rn50_demo.html#example-deploy-rn50-as-k8s-service) _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Containers - Tutorials — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Containers – Inference Tutorials" href="tutorials/inference/index.html"> <link rel="prev" title="Containers - Kubernetes - Getting Started" href="kubernetes-getting-started.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/tutorials", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 current active has-children"> <a class="current reference internal" href="#"> Tutorials </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 current active has-children"> <a class="current reference internal" href="#"> Tutorials </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/containers/tutorials.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/tutorials.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/containers/tutorials.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/containers/tutorials.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/containers/tutorials.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/containers/tutorials.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/containers/tutorials.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/containers/tutorials.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/containers/tutorials.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/containers/tutorials.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/containers/tutorials.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/containers/tutorials.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/containers/tutorials.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/containers/tutorials.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/containers/tutorials.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/containers/tutorials.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/containers/tutorials.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/containers/tutorials.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/containers/tutorials.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/containers/tutorials.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/containers/tutorials.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/containers/tutorials.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/containers/tutorials.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/containers/tutorials.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/containers/tutorials.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/containers/tutorials.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/containers/tutorials.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/containers/tutorials.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/containers/tutorials.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/containers/tutorials.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//containers/tutorials.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/tutorials.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/tutorials.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/containers/tutorials.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Containers - Tutorials</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="containers-tutorials"> <h1>Containers - Tutorials<a class="headerlink" href="#containers-tutorials" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-0"> Training</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p><a class="reference internal" href="tutorials/training/tutorial-training.html#tutorial-training"><span class="std std-ref">Run training in Pytorch Neuron container</span></a></p></li> <li><p><a class="reference internal" href="tutorials/training/k8s_mlp_train_demo.html#example-deploy-mlp-train-pod"><span class="std std-ref">Deploy a simple mlp training script as a Kubernetes job</span></a></p></li> </ul> </div> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio"> <label class="sd-tab-label" for="sd-tab-item-1"> Inference</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p><a class="reference internal" href="tutorials/inference/tutorial-infer.html#tutorial-infer"><span class="std std-ref">Run inference in pytorch neuron container</span></a></p></li> <li><p><a class="reference internal" href="tutorials/inference/k8s_rn50_demo.html#example-deploy-rn50-as-k8s-service"><span class="std std-ref">Deploy a TensorFlow Resnet50 model as a Kubernetes service</span></a></p></li> </ul> </div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="kubernetes-getting-started.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Containers - Kubernetes - Getting Started</p> </div> </a> <a class="right-next" id="next-link" href="tutorials/inference/index.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Containers – Inference Tutorials</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:02.770Z
Run inference in pytorch neuron container — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/tutorials/inference/tutorial-infer.html
# Run inference in pytorch neuron container — AWS Neuron Documentation ## [Overview](#id1)[#](#overview "Permalink to this headline") This tutorial demonstrates how to run a pytorch DLC on an inferentia instance. By the end of this tutorial you will be able to run the inference using the container You will use an inf1.2xlarge to test your Docker configuration for Inferentia. To find out the available neuron devices on your instance, use the command `ls /dev/neuron*`. ## [Setup Environment](#id2)[#](#setup-environment "Permalink to this headline") 1. Launch an Inf1 Instance 2. Set up docker environment according to [Tutorial Docker environment setup](../tutorial-docker-env-setup.html#tutorial-docker-env-setup) 3\. A sample Dockerfile for for torch-neuron can be found here [DLC sample Dockerfile for Application Container](../../docker-example/inference/Dockerfile-inference-dlc.html#inference-dlc-dockerfile). This dockerfile needs the torchserve entrypoint found here [Torchserve Example](../../docker-example/inference/torchserve-neuron.html#torchserve-neuron) and torchserve config.properties found here [Torchserve config.properties example](../../docker-example/inference/config-properties.html#torchserve-config-properties). With the files in a dir, build the image with the following command: ``` docker build . -f Dockerfile.pt -t neuron-container:pytorch ``` Run the following command to start the container ``` docker run -itd --name pt-cont -p 80:8080 -p 8081:8081 --device=/dev/neuron0 neuron-container:pytorch /usr/local/bin/entrypoint.sh -m 'pytorch-resnet-neuron=https://aws-dlc-sample-models.s3.amazonaws.com/pytorch/Resnet50-neuron.mar' -t /home/model-server/config.properties ``` _This document is relevant for_: `Inf1`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Run inference in pytorch neuron container — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Deploy a TensorFlow Resnet50 model as a Kubernetes service" href="k8s_rn50_demo.html"> <link rel="prev" title="Containers – Inference Tutorials" href="index.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/tutorials/inference/tutorial-infer", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="../../locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../../tutorials.html"> Tutorials </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="index.html"> Inference </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../../index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="../../locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="../../tutorials.html"> Tutorials </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4 current active"> <a class="reference internal" href="index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/containers/tutorials/inference/tutorial-infer.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/tutorials/inference/tutorial-infer.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/containers/tutorials/inference/tutorial-infer.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/containers/tutorials/inference/tutorial-infer.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/containers/tutorials/inference/tutorial-infer.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/containers/tutorials/inference/tutorial-infer.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/containers/tutorials/inference/tutorial-infer.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/containers/tutorials/inference/tutorial-infer.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/containers/tutorials/inference/tutorial-infer.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/containers/tutorials/inference/tutorial-infer.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/containers/tutorials/inference/tutorial-infer.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/containers/tutorials/inference/tutorial-infer.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/containers/tutorials/inference/tutorial-infer.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/containers/tutorials/inference/tutorial-infer.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/containers/tutorials/inference/tutorial-infer.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/containers/tutorials/inference/tutorial-infer.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/containers/tutorials/inference/tutorial-infer.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/containers/tutorials/inference/tutorial-infer.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/containers/tutorials/inference/tutorial-infer.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/containers/tutorials/inference/tutorial-infer.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/containers/tutorials/inference/tutorial-infer.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/containers/tutorials/inference/tutorial-infer.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/containers/tutorials/inference/tutorial-infer.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/containers/tutorials/inference/tutorial-infer.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/containers/tutorials/inference/tutorial-infer.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/containers/tutorials/inference/tutorial-infer.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/containers/tutorials/inference/tutorial-infer.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/containers/tutorials/inference/tutorial-infer.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/containers/tutorials/inference/tutorial-infer.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/containers/tutorials/inference/tutorial-infer.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//containers/tutorials/inference/tutorial-infer.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/tutorials/inference/tutorial-infer.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/tutorials/inference/tutorial-infer.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/containers/tutorials/inference/tutorial-infer.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#overview"> Overview </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Run inference in pytorch neuron container</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#overview"> Overview </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="run-inference-in-pytorch-neuron-container"> <span id="tutorial-infer"></span><h1>Run inference in pytorch neuron container<a class="headerlink" href="#run-inference-in-pytorch-neuron-container" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#overview" id="id1">Overview</a></p></li> <li><p><a class="reference internal" href="#setup-environment" id="id2">Setup Environment</a></p></li> </ul> </div> <div class="section" id="overview"> <h2><a class="toc-backref" href="#id1">Overview</a><a class="headerlink" href="#overview" title="Permalink to this headline">#</a></h2> <p>This tutorial demonstrates how to run a pytorch DLC on an inferentia instance.</p> <p>By the end of this tutorial you will be able to run the inference using the container</p> <p>You will use an inf1.2xlarge to test your Docker configuration for Inferentia.</p> <p>To find out the available neuron devices on your instance, use the command <code class="docutils literal notranslate"><span class="pre">ls</span> <span class="pre">/dev/neuron*</span></code>.</p> </div> <div class="section" id="setup-environment"> <h2><a class="toc-backref" href="#id2">Setup Environment</a><a class="headerlink" href="#setup-environment" title="Permalink to this headline">#</a></h2> <ol class="arabic simple"> <li><dl class="simple"> <dt>Launch an Inf1 Instance</dt><dd></dd> </dl> </li> <li><p>Set up docker environment according to <a class="reference internal" href="../tutorial-docker-env-setup.html#tutorial-docker-env-setup"><span class="std std-ref">Tutorial Docker environment setup</span></a></p></li> </ol> <p>3. A sample Dockerfile for for torch-neuron can be found here <a class="reference internal" href="../../docker-example/inference/Dockerfile-inference-dlc.html#inference-dlc-dockerfile"><span class="std std-ref">DLC sample Dockerfile for Application Container</span></a>. This dockerfile needs the torchserve entrypoint found here <a class="reference internal" href="../../docker-example/inference/torchserve-neuron.html#torchserve-neuron"><span class="std std-ref">Torchserve Example</span></a> and torchserve config.properties found here <a class="reference internal" href="../../docker-example/inference/config-properties.html#torchserve-config-properties"><span class="std std-ref">Torchserve config.properties example</span></a>.</p> <p>With the files in a dir, build the image with the following command:</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>build<span class="w"> </span>.<span class="w"> </span>-f<span class="w"> </span>Dockerfile.pt<span class="w"> </span>-t<span class="w"> </span>neuron-container:pytorch </pre></div> </div> <p>Run the following command to start the container</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>-itd<span class="w"> </span>--name<span class="w"> </span>pt-cont<span class="w"> </span>-p<span class="w"> </span><span class="m">80</span>:8080<span class="w"> </span>-p<span class="w"> </span><span class="m">8081</span>:8081<span class="w"> </span>--device<span class="o">=</span>/dev/neuron0<span class="w"> </span>neuron-container:pytorch<span class="w"> </span>/usr/local/bin/entrypoint.sh<span class="w"> </span>-m<span class="w"> </span><span class="s1">'pytorch-resnet-neuron=https://aws-dlc-sample-models.s3.amazonaws.com/pytorch/Resnet50-neuron.mar'</span><span class="w"> </span>-t<span class="w"> </span>/home/model-server/config.properties </pre></div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="index.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Containers – Inference Tutorials</p> </div> </a> <a class="right-next" id="next-link" href="k8s_rn50_demo.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Deploy a TensorFlow Resnet50 model as a Kubernetes service</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:02.999Z
Deploy a TensorFlow Resnet50 model as a Kubernetes service — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/tutorials/inference/k8s_rn50_demo.html
# Deploy a TensorFlow Resnet50 model as a Kubernetes service — AWS Neuron Documentation ## Contents - [Prerequisite:](#prerequisite) - [Deploy a TensorFlow Serving application image](#deploy-a-tensorflow-serving-application-image) - [Make predictions against your TensorFlow Serving service](#make-predictions-against-your-tensorflow-serving-service) _This document is relevant for_: `Inf1` ## Deploy a TensorFlow Resnet50 model as a Kubernetes service[#](#deploy-a-tensorflow-resnet50-model-as-a-kubernetes-service "Permalink to this headline") This tutorial uses Resnet50 model as a teaching example on how to deploy an inference application using Kubernetes on the Inf1 instances. ## Prerequisite:[#](#prerequisite "Permalink to this headline") - [Kubernetes environment setup for Neuron](../k8s-setup.html#tutorial-k8s-env-setup-for-neuron): to setup k8s support on your cluster. - Inf1 instances as worker nodes with attached roles allowing: - ECR read access policy to retrieve container images from ECR: **arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly** - S3 access to retrieve saved\_model from within tensorflow serving container. ## Deploy a TensorFlow Serving application image[#](#deploy-a-tensorflow-serving-application-image "Permalink to this headline") A trained model must be compiled to an Inferentia target before it can be deployed on Inferentia instances. To continue, you will need a Neuron optimized TensorFlow model saved in Amazon S3. If you don’t already have a SavedModel, please follow the tutorial for [creating a Neuron compatible ResNet50 model](https://docs.aws.amazon.com/dlami/latest/devguide/tutorial-inferentia-tf-neuron.html) and upload the resulting SavedModel to S3. ResNet-50 is a popular machine learning model used for image classification tasks. For more information about compiling Neuron models, see [The AWS Inferentia Chip With DLAMI](https://docs.aws.amazon.com/dlami/latest/devguide/tutorial-inferentia.html) in the AWS Deep Learning AMI Developer Guide. The sample deployment manifest manages a pre-built inference serving container for TensorFlow provided by AWS Deep Learning Containers. Inside the container is the AWS Neuron Runtime and the TensorFlow Serving application. A complete list of pre-built Deep Learning Containers optimized for Neuron is maintained on GitHub under [Available Images](https://github.com/aws/deep-learning-containers/blob/master/available_images.md#user-content-neuron-containers). At start-up, the DLC will fetch your model from Amazon S3, launch Neuron TensorFlow Serving with the saved model, and wait for prediction requests. The number of Neuron devices allocated to your serving application can be adjusted by changing the aws.amazon.com/neuron resource in the deployment yaml. Please note that communication between TensorFlow Serving and the Neuron runtime happens over GRPC, which requires passing the IPC\_LOCK capability to the container. 1. Create a file named rn50\_deployment.yaml with the contents below. Update the region-code and model path to match your desired settings. The model name is for identification purposes when a client makes a request to the TensorFlow server. This example uses a model name to match a sample ResNet50 client script that will be used in a later step for sending prediction requests. Note 1. Replace the s3 bucket name in model\_base\_path arg in the file with the location of the where the saved model was stored in s3. 2. In the image: add the appropriate location of the DLC tensorflow image ``` kind: Deployment apiVersion: apps/v1 metadata: name: k8s-neuron-test labels: app: k8s-neuron-test role: master spec: replicas: 2 selector: matchLabels: app: k8s-neuron-test role: master template: metadata: labels: app: k8s-neuron-test role: master spec: containers: - name: k8s-neuron-test image: 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference-neuron:1.15.4-neuron-py37-ubuntu18.04 command: - /usr/local/bin/entrypoint.sh args: - --port=8500 - --rest_api_port=9000 - --model_name=resnet50_neuron - --model_base_path=s3://your-bucket-of-models/resnet50_neuron/ ports: - containerPort: 8500 - containerPort: 9000 imagePullPolicy: IfNotPresent env: - name: AWS_REGION value: "us-east-1" - name: S3_USE_HTTPS value: "1" - name: S3_VERIFY_SSL value: "0" - name: S3_ENDPOINT value: s3.us-east-1.amazonaws.com - name: AWS_LOG_LEVEL value: "3" resources: limits: cpu: 4 memory: 4Gi aws.amazon.com/neuron: 1 requests: cpu: "1" memory: 1Gi securityContext: capabilities: add: - IPC_LOCK ``` 2. Deploy the model. ``` kubectl apply -f rn50_deployment.yaml ``` 3. Create a file named rn50\_service.yaml with the following contents. The HTTP and gRPC ports are opened for accepting prediction requests. ``` kind: Service apiVersion: v1 metadata: name: k8s-neuron-test labels: app: k8s-neuron-test spec: type: ClusterIP ports: - name: http-tf-serving port: 8500 targetPort: 8500 - name: grpc-tf-serving port: 9000 targetPort: 9000 selector: app: k8s-neuron-test role: master ``` 4. Create a Kubernetes service for your TensorFlow model Serving application. ``` kubectl apply -f rn50_service.yaml ``` ## Make predictions against your TensorFlow Serving service[#](#make-predictions-against-your-tensorflow-serving-service "Permalink to this headline") 1. To test locally, forward the gRPC port to the k8s-neuron-test service. ``` kubectl port-forward service/k8s-neuron-test 8500:8500 & ``` 2. Create a Python script called tensorflow-model-server-infer.py with the following content. This script runs inference via gRPC, which is service framework. ``` import numpy as np import grpc import tensorflow as tf from tensorflow.keras.preprocessing import image from tensorflow.keras.applications.resnet50 import preprocess_input from tensorflow_serving.apis import predict_pb2 from tensorflow_serving.apis import prediction_service_pb2_grpc from tensorflow.keras.applications.resnet50 import decode_predictions if __name__ == '__main__': channel = grpc.insecure_channel('localhost:8500') stub = prediction_service_pb2_grpc.PredictionServiceStub(channel) img_file = tf.keras.utils.get_file( "./kitten_small.jpg", "https://raw.githubusercontent.com/awslabs/mxnet-model-server/master/docs/images/kitten_small.jpg") img = image.load_img(img_file, target_size=(224, 224)) img_array = preprocess_input(image.img_to_array(img)[None, ...]) request = predict_pb2.PredictRequest() request.model_spec.name = 'resnet50_inf1' request.inputs['input'].CopyFrom( tf.make_tensor_proto(img_array, shape=img_array.shape)) result = stub.Predict(request) prediction = tf.make_ndarray(result.outputs['output']) print(decode_predictions(prediction)) ``` 3\. Run the script to submit predictions to your service. ``` python3 tensorflow-model-server-infer.py Your output should look like the following: ``` ``` [[(u'n02123045', u'tabby', 0.68817204), (u'n02127052', u'lynx', 0.12701613), (u'n02123159', u'tiger_cat', 0.08736559), (u'n02124075', u'Egyptian_cat', 0.063844085), (u'n02128757', u'snow_leopard', 0.009240591)]] ``` _This document is relevant for_: `Inf1`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Deploy a TensorFlow Resnet50 model as a Kubernetes service — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Containers – Training Tutorials" href="../training/index.html"> <link rel="prev" title="Run inference in pytorch neuron container" href="tutorial-infer.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/tutorials/inference/k8s_rn50_demo", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="../../locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../../tutorials.html"> Tutorials </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="index.html"> Inference </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4"> <a class="reference internal" href="tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../../index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="../../locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="../../tutorials.html"> Tutorials </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4 current active"> <a class="reference internal" href="index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/tutorials/inference/k8s_rn50_demo.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/tutorials/inference/k8s_rn50_demo.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/containers/tutorials/inference/k8s_rn50_demo.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#prerequisite"> Prerequisite: </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#deploy-a-tensorflow-serving-application-image"> Deploy a TensorFlow Serving application image </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#make-predictions-against-your-tensorflow-serving-service"> Make predictions against your TensorFlow Serving service </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Deploy a TensorFlow Resnet50 model as a Kubernetes service</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#prerequisite"> Prerequisite: </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#deploy-a-tensorflow-serving-application-image"> Deploy a TensorFlow Serving application image </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#make-predictions-against-your-tensorflow-serving-service"> Make predictions against your TensorFlow Serving service </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="deploy-a-tensorflow-resnet50-model-as-a-kubernetes-service"> <span id="example-deploy-rn50-as-k8s-service"></span><h1>Deploy a TensorFlow Resnet50 model as a Kubernetes service<a class="headerlink" href="#deploy-a-tensorflow-resnet50-model-as-a-kubernetes-service" title="Permalink to this headline">#</a></h1> <p>This tutorial uses Resnet50 model as a teaching example on how to deploy an inference application using Kubernetes on the Inf1 instances.</p> <div class="section" id="prerequisite"> <h2>Prerequisite:<a class="headerlink" href="#prerequisite" title="Permalink to this headline">#</a></h2> <ul class="simple"> <li><p><a class="reference internal" href="../k8s-setup.html#tutorial-k8s-env-setup-for-neuron"><span class="std std-ref">Kubernetes environment setup for Neuron</span></a>: to setup k8s support on your cluster.</p></li> <li><p>Inf1 instances as worker nodes with attached roles allowing:</p> <ul> <li><p>ECR read access policy to retrieve container images from ECR: <strong>arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly</strong></p></li> <li><p>S3 access to retrieve saved_model from within tensorflow serving container.</p></li> </ul> </li> </ul> </div> <div class="section" id="deploy-a-tensorflow-serving-application-image"> <h2>Deploy a TensorFlow Serving application image<a class="headerlink" href="#deploy-a-tensorflow-serving-application-image" title="Permalink to this headline">#</a></h2> <p>A trained model must be compiled to an Inferentia target before it can be deployed on Inferentia instances. To continue, you will need a <span class="xref std std-ref">Neuron optimized TensorFlow</span> model saved in Amazon S3. If you don’t already have a SavedModel, please follow the tutorial for <a class="reference external" href="https://docs.aws.amazon.com/dlami/latest/devguide/tutorial-inferentia-tf-neuron.html">creating a Neuron compatible ResNet50 model</a> and upload the resulting SavedModel to S3.</p> <p>ResNet-50 is a popular machine learning model used for image classification tasks. For more information about compiling Neuron models, see <a class="reference external" href="https://docs.aws.amazon.com/dlami/latest/devguide/tutorial-inferentia.html">The AWS Inferentia Chip With DLAMI</a> in the AWS Deep Learning AMI Developer Guide.</p> <p>The sample deployment manifest manages a pre-built inference serving container for TensorFlow provided by AWS Deep Learning Containers. Inside the container is the AWS Neuron Runtime and the TensorFlow Serving application. A complete list of pre-built Deep Learning Containers optimized for Neuron is maintained on GitHub under <a class="reference external" href="https://github.com/aws/deep-learning-containers/blob/master/available_images.md#user-content-neuron-containers">Available Images</a>. At start-up, the DLC will fetch your model from Amazon S3, launch Neuron TensorFlow Serving with the saved model, and wait for prediction requests.</p> <p>The number of Neuron devices allocated to your serving application can be adjusted by changing the <cite>aws.amazon.com/neuron</cite> resource in the deployment yaml. Please note that communication between TensorFlow Serving and the Neuron runtime happens over GRPC, which requires passing the <cite>IPC_LOCK</cite> capability to the container.</p> <ol class="arabic simple"> <li><p>Create a file named <cite>rn50_deployment.yaml</cite> with the contents below. Update the region-code and model path to match your desired settings. The model name is for identification purposes when a client makes a request to the TensorFlow server. This example uses a model name to match a sample ResNet50 client script that will be used in a later step for sending prediction requests.</p></li> </ol> <div class="admonition note"> <p class="admonition-title">Note</p> <ol class="arabic simple"> <li><p>Replace the s3 bucket name in model_base_path arg in the file with the location of the where the saved model was stored in s3.</p></li> <li><p>In the image: add the appropriate location of the DLC tensorflow image</p></li> </ol> </div> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kind</span><span class="p">:</span> <span class="n">Deployment</span> <span class="n">apiVersion</span><span class="p">:</span> <span class="n">apps</span><span class="o">/</span><span class="n">v1</span> <span class="n">metadata</span><span class="p">:</span> <span class="n">name</span><span class="p">:</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">test</span> <span class="n">labels</span><span class="p">:</span> <span class="n">app</span><span class="p">:</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">test</span> <span class="n">role</span><span class="p">:</span> <span class="n">master</span> <span class="n">spec</span><span class="p">:</span> <span class="n">replicas</span><span class="p">:</span> <span class="mi">2</span> <span class="n">selector</span><span class="p">:</span> <span class="n">matchLabels</span><span class="p">:</span> <span class="n">app</span><span class="p">:</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">test</span> <span class="n">role</span><span class="p">:</span> <span class="n">master</span> <span class="n">template</span><span class="p">:</span> <span class="n">metadata</span><span class="p">:</span> <span class="n">labels</span><span class="p">:</span> <span class="n">app</span><span class="p">:</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">test</span> <span class="n">role</span><span class="p">:</span> <span class="n">master</span> <span class="n">spec</span><span class="p">:</span> <span class="n">containers</span><span class="p">:</span> <span class="o">-</span> <span class="n">name</span><span class="p">:</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">test</span> <span class="n">image</span><span class="p">:</span> <span class="mf">763104351884.</span><span class="n">dkr</span><span class="o">.</span><span class="n">ecr</span><span class="o">.</span><span class="n">us</span><span class="o">-</span><span class="n">east</span><span class="o">-</span><span class="mf">1.</span><span class="n">amazonaws</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">tensorflow</span><span class="o">-</span><span class="n">inference</span><span class="o">-</span><span class="n">neuron</span><span class="p">:</span><span class="mf">1.15.4</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">py37</span><span class="o">-</span><span class="n">ubuntu18</span><span class="mf">.04</span> <span class="n">command</span><span class="p">:</span> <span class="o">-</span> <span class="o">/</span><span class="n">usr</span><span class="o">/</span><span class="n">local</span><span class="o">/</span><span class="nb">bin</span><span class="o">/</span><span class="n">entrypoint</span><span class="o">.</span><span class="n">sh</span> <span class="n">args</span><span class="p">:</span> <span class="o">-</span> <span class="o">--</span><span class="n">port</span><span class="o">=</span><span class="mi">8500</span> <span class="o">-</span> <span class="o">--</span><span class="n">rest_api_port</span><span class="o">=</span><span class="mi">9000</span> <span class="o">-</span> <span class="o">--</span><span class="n">model_name</span><span class="o">=</span><span class="n">resnet50_neuron</span> <span class="o">-</span> <span class="o">--</span><span class="n">model_base_path</span><span class="o">=</span><span class="n">s3</span><span class="p">:</span><span class="o">//</span><span class="n">your</span><span class="o">-</span><span class="n">bucket</span><span class="o">-</span><span class="n">of</span><span class="o">-</span><span class="n">models</span><span class="o">/</span><span class="n">resnet50_neuron</span><span class="o">/</span> <span class="n">ports</span><span class="p">:</span> <span class="o">-</span> <span class="n">containerPort</span><span class="p">:</span> <span class="mi">8500</span> <span class="o">-</span> <span class="n">containerPort</span><span class="p">:</span> <span class="mi">9000</span> <span class="n">imagePullPolicy</span><span class="p">:</span> <span class="n">IfNotPresent</span> <span class="n">env</span><span class="p">:</span> <span class="o">-</span> <span class="n">name</span><span class="p">:</span> <span class="n">AWS_REGION</span> <span class="n">value</span><span class="p">:</span> <span class="s2">"us-east-1"</span> <span class="o">-</span> <span class="n">name</span><span class="p">:</span> <span class="n">S3_USE_HTTPS</span> <span class="n">value</span><span class="p">:</span> <span class="s2">"1"</span> <span class="o">-</span> <span class="n">name</span><span class="p">:</span> <span class="n">S3_VERIFY_SSL</span> <span class="n">value</span><span class="p">:</span> <span class="s2">"0"</span> <span class="o">-</span> <span class="n">name</span><span class="p">:</span> <span class="n">S3_ENDPOINT</span> <span class="n">value</span><span class="p">:</span> <span class="n">s3</span><span class="o">.</span><span class="n">us</span><span class="o">-</span><span class="n">east</span><span class="o">-</span><span class="mf">1.</span><span class="n">amazonaws</span><span class="o">.</span><span class="n">com</span> <span class="o">-</span> <span class="n">name</span><span class="p">:</span> <span class="n">AWS_LOG_LEVEL</span> <span class="n">value</span><span class="p">:</span> <span class="s2">"3"</span> <span class="n">resources</span><span class="p">:</span> <span class="n">limits</span><span class="p">:</span> <span class="n">cpu</span><span class="p">:</span> <span class="mi">4</span> <span class="n">memory</span><span class="p">:</span> <span class="mi">4</span><span class="n">Gi</span> <span class="n">aws</span><span class="o">.</span><span class="n">amazon</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">neuron</span><span class="p">:</span> <span class="mi">1</span> <span class="n">requests</span><span class="p">:</span> <span class="n">cpu</span><span class="p">:</span> <span class="s2">"1"</span> <span class="n">memory</span><span class="p">:</span> <span class="mi">1</span><span class="n">Gi</span> <span class="n">securityContext</span><span class="p">:</span> <span class="n">capabilities</span><span class="p">:</span> <span class="n">add</span><span class="p">:</span> <span class="o">-</span> <span class="n">IPC_LOCK</span> </pre></div> </div> <ol class="arabic simple" start="2"> <li><p>Deploy the model.</p></li> </ol> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">apply</span> <span class="o">-</span><span class="n">f</span> <span class="n">rn50_deployment</span><span class="o">.</span><span class="n">yaml</span> </pre></div> </div> <ol class="arabic simple" start="3"> <li><p>Create a file named <cite>rn50_service.yaml</cite> with the following contents. The HTTP and gRPC ports are opened for accepting prediction requests.</p></li> </ol> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kind</span><span class="p">:</span> <span class="n">Service</span> <span class="n">apiVersion</span><span class="p">:</span> <span class="n">v1</span> <span class="n">metadata</span><span class="p">:</span> <span class="n">name</span><span class="p">:</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">test</span> <span class="n">labels</span><span class="p">:</span> <span class="n">app</span><span class="p">:</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">test</span> <span class="n">spec</span><span class="p">:</span> <span class="nb">type</span><span class="p">:</span> <span class="n">ClusterIP</span> <span class="n">ports</span><span class="p">:</span> <span class="o">-</span> <span class="n">name</span><span class="p">:</span> <span class="n">http</span><span class="o">-</span><span class="n">tf</span><span class="o">-</span><span class="n">serving</span> <span class="n">port</span><span class="p">:</span> <span class="mi">8500</span> <span class="n">targetPort</span><span class="p">:</span> <span class="mi">8500</span> <span class="o">-</span> <span class="n">name</span><span class="p">:</span> <span class="n">grpc</span><span class="o">-</span><span class="n">tf</span><span class="o">-</span><span class="n">serving</span> <span class="n">port</span><span class="p">:</span> <span class="mi">9000</span> <span class="n">targetPort</span><span class="p">:</span> <span class="mi">9000</span> <span class="n">selector</span><span class="p">:</span> <span class="n">app</span><span class="p">:</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">test</span> <span class="n">role</span><span class="p">:</span> <span class="n">master</span> </pre></div> </div> <ol class="arabic simple" start="4"> <li><p>Create a Kubernetes service for your TensorFlow model Serving application.</p></li> </ol> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">apply</span> <span class="o">-</span><span class="n">f</span> <span class="n">rn50_service</span><span class="o">.</span><span class="n">yaml</span> </pre></div> </div> </div> <div class="section" id="make-predictions-against-your-tensorflow-serving-service"> <h2>Make predictions against your TensorFlow Serving service<a class="headerlink" href="#make-predictions-against-your-tensorflow-serving-service" title="Permalink to this headline">#</a></h2> <ol class="arabic simple"> <li><p>To test locally, forward the gRPC port to the <cite>k8s-neuron-test</cite> service.</p></li> </ol> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">port</span><span class="o">-</span><span class="n">forward</span> <span class="n">service</span><span class="o">/</span><span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">test</span> <span class="mi">8500</span><span class="p">:</span><span class="mi">8500</span> <span class="o">&amp;</span> </pre></div> </div> <ol class="arabic simple" start="2"> <li><p>Create a Python script called <cite>tensorflow-model-server-infer.py</cite> with the following content. This script runs inference via gRPC, which is service framework.</p></li> </ol> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span> <span class="kn">import</span> <span class="nn">grpc</span> <span class="kn">import</span> <span class="nn">tensorflow</span> <span class="k">as</span> <span class="nn">tf</span> <span class="kn">from</span> <span class="nn">tensorflow.keras.preprocessing</span> <span class="kn">import</span> <span class="n">image</span> <span class="kn">from</span> <span class="nn">tensorflow.keras.applications.resnet50</span> <span class="kn">import</span> <span class="n">preprocess_input</span> <span class="kn">from</span> <span class="nn">tensorflow_serving.apis</span> <span class="kn">import</span> <span class="n">predict_pb2</span> <span class="kn">from</span> <span class="nn">tensorflow_serving.apis</span> <span class="kn">import</span> <span class="n">prediction_service_pb2_grpc</span> <span class="kn">from</span> <span class="nn">tensorflow.keras.applications.resnet50</span> <span class="kn">import</span> <span class="n">decode_predictions</span> <span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">'__main__'</span><span class="p">:</span> <span class="n">channel</span> <span class="o">=</span> <span class="n">grpc</span><span class="o">.</span><span class="n">insecure_channel</span><span class="p">(</span><span class="s1">'localhost:8500'</span><span class="p">)</span> <span class="n">stub</span> <span class="o">=</span> <span class="n">prediction_service_pb2_grpc</span><span class="o">.</span><span class="n">PredictionServiceStub</span><span class="p">(</span><span class="n">channel</span><span class="p">)</span> <span class="n">img_file</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_file</span><span class="p">(</span> <span class="s2">"./kitten_small.jpg"</span><span class="p">,</span> <span class="s2">"https://raw.githubusercontent.com/awslabs/mxnet-model-server/master/docs/images/kitten_small.jpg"</span><span class="p">)</span> <span class="n">img</span> <span class="o">=</span> <span class="n">image</span><span class="o">.</span><span class="n">load_img</span><span class="p">(</span><span class="n">img_file</span><span class="p">,</span> <span class="n">target_size</span><span class="o">=</span><span class="p">(</span><span class="mi">224</span><span class="p">,</span> <span class="mi">224</span><span class="p">))</span> <span class="n">img_array</span> <span class="o">=</span> <span class="n">preprocess_input</span><span class="p">(</span><span class="n">image</span><span class="o">.</span><span class="n">img_to_array</span><span class="p">(</span><span class="n">img</span><span class="p">)[</span><span class="kc">None</span><span class="p">,</span> <span class="o">...</span><span class="p">])</span> <span class="n">request</span> <span class="o">=</span> <span class="n">predict_pb2</span><span class="o">.</span><span class="n">PredictRequest</span><span class="p">()</span> <span class="n">request</span><span class="o">.</span><span class="n">model_spec</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="s1">'resnet50_inf1'</span> <span class="n">request</span><span class="o">.</span><span class="n">inputs</span><span class="p">[</span><span class="s1">'input'</span><span class="p">]</span><span class="o">.</span><span class="n">CopyFrom</span><span class="p">(</span> <span class="n">tf</span><span class="o">.</span><span class="n">make_tensor_proto</span><span class="p">(</span><span class="n">img_array</span><span class="p">,</span> <span class="n">shape</span><span class="o">=</span><span class="n">img_array</span><span class="o">.</span><span class="n">shape</span><span class="p">))</span> <span class="n">result</span> <span class="o">=</span> <span class="n">stub</span><span class="o">.</span><span class="n">Predict</span><span class="p">(</span><span class="n">request</span><span class="p">)</span> <span class="n">prediction</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">make_ndarray</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">outputs</span><span class="p">[</span><span class="s1">'output'</span><span class="p">])</span> <span class="nb">print</span><span class="p">(</span><span class="n">decode_predictions</span><span class="p">(</span><span class="n">prediction</span><span class="p">))</span> </pre></div> </div> <p>3. Run the script to submit predictions to your service.</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">python3</span> <span class="n">tensorflow</span><span class="o">-</span><span class="n">model</span><span class="o">-</span><span class="n">server</span><span class="o">-</span><span class="n">infer</span><span class="o">.</span><span class="n">py</span> <span class="n">Your</span> <span class="n">output</span> <span class="n">should</span> <span class="n">look</span> <span class="n">like</span> <span class="n">the</span> <span class="n">following</span><span class="p">:</span> </pre></div> </div> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[[(</span><span class="sa">u</span><span class="s1">'n02123045'</span><span class="p">,</span> <span class="sa">u</span><span class="s1">'tabby'</span><span class="p">,</span> <span class="mf">0.68817204</span><span class="p">),</span> <span class="p">(</span><span class="sa">u</span><span class="s1">'n02127052'</span><span class="p">,</span> <span class="sa">u</span><span class="s1">'lynx'</span><span class="p">,</span> <span class="mf">0.12701613</span><span class="p">),</span> <span class="p">(</span><span class="sa">u</span><span class="s1">'n02123159'</span><span class="p">,</span> <span class="sa">u</span><span class="s1">'tiger_cat'</span><span class="p">,</span> <span class="mf">0.08736559</span><span class="p">),</span> <span class="p">(</span><span class="sa">u</span><span class="s1">'n02124075'</span><span class="p">,</span> <span class="sa">u</span><span class="s1">'Egyptian_cat'</span><span class="p">,</span> <span class="mf">0.063844085</span><span class="p">),</span> <span class="p">(</span><span class="sa">u</span><span class="s1">'n02128757'</span><span class="p">,</span> <span class="sa">u</span><span class="s1">'snow_leopard'</span><span class="p">,</span> <span class="mf">0.009240591</span><span class="p">)]]</span> </pre></div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="tutorial-infer.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Run inference in pytorch neuron container</p> </div> </a> <a class="right-next" id="next-link" href="../training/index.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Containers – Training Tutorials</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:03.426Z
Containers - Developer Flows — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/developerflows.html
# Developer Flows — AWS Neuron Documentation - [repository](https://github.com/aws-neuron/aws-neuron-sdk) - [open issue](https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/developerflows.html&body=Your%20issue%20content%20here.) - [suggest edit](https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/developerflows.rst) - [.rst](../_sources/containers/developerflows.rst.txt) ## Containers - Developer Flows _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Containers - Developer Flows[#](#containers-developer-flows "Permalink to this headline") Inference - [Deploy Neuron Container on EC2](dlc-then-ec2-devflow.html#containers-dlc-then-ec2-devflow) - [Deploy Neuron Container on Elastic Container Service (ECS)](dlc-then-ecs-devflow.html#containers-dlc-then-ecs-devflow) - [Deploy Neuron Container on Elastic Kubernetes Service (EKS)](dlc-then-eks-devflow.html#containers-dlc-then-eks-devflow) - [Bring Your Own Neuron Container to Sagemaker Hosting (inf1)](container-sm-hosting-devflow.html#containers-byoc-hosting-devflow) _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Containers - Developer Flows — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Deploy Neuron Container on EC2" href="dlc-then-ec2-devflow.html"> <link rel="prev" title="Deploy a simple mlp training script as a Kubernetes job" href="tutorials/training/k8s_mlp_train_demo.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/developerflows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="current reference internal" href="#"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 current active has-children"> <a class="current reference internal" href="#"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/developerflows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/developerflows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/containers/developerflows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Containers - Developer Flows</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="containers-developer-flows"> <h1>Containers - Developer Flows<a class="headerlink" href="#containers-developer-flows" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-0"> Inference</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p><a class="reference internal" href="dlc-then-ec2-devflow.html#containers-dlc-then-ec2-devflow"><span class="std std-ref">Deploy Neuron Container on EC2</span></a></p></li> <li><p><a class="reference internal" href="dlc-then-ecs-devflow.html#containers-dlc-then-ecs-devflow"><span class="std std-ref">Deploy Neuron Container on Elastic Container Service (ECS)</span></a></p></li> <li><p><a class="reference internal" href="dlc-then-eks-devflow.html#containers-dlc-then-eks-devflow"><span class="std std-ref">Deploy Neuron Container on Elastic Kubernetes Service (EKS)</span></a></p></li> <li><p><a class="reference internal" href="container-sm-hosting-devflow.html#containers-byoc-hosting-devflow"><span class="std std-ref">Bring Your Own Neuron Container to Sagemaker Hosting (inf1)</span></a></p></li> </ul> </div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="tutorials/training/k8s_mlp_train_demo.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Deploy a simple mlp training script as a Kubernetes job</p> </div> </a> <a class="right-next" id="next-link" href="dlc-then-ec2-devflow.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Deploy Neuron Container on EC2</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:04.589Z
Containers – Training Tutorials — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/tutorials/training/index.html
# Containers – Training Tutorials — AWS Neuron Documentation - [repository](https://github.com/aws-neuron/aws-neuron-sdk) - [open issue](https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/tutorials/training/index.html&body=Your%20issue%20content%20here.) - [suggest edit](https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/tutorials/training/index.rst) - [.rst](../../../_sources/containers/tutorials/training/index.rst.txt) ## Containers – Training Tutorials _This document is relevant for_: `Trn1`, `Trn1n` ## Containers – Training Tutorials[#](#containers-training-tutorials "Permalink to this headline") - [Run training in Pytorch Neuron container](tutorial-training.html#tutorial-training) - [Deploy a simple mlp training script as a Kubernetes job](k8s_mlp_train_demo.html#example-deploy-mlp-train-pod) _This document is relevant for_: `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Containers – Training Tutorials — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Run training in Pytorch Neuron container" href="tutorial-training.html"> <link rel="prev" title="Deploy a TensorFlow Resnet50 model as a Kubernetes service" href="../inference/k8s_rn50_demo.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/tutorials/training/index", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="../../locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../../tutorials.html"> Tutorials </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 current active has-children"> <a class="current reference internal" href="#"> Training </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../../index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="../../locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="../../tutorials.html"> Tutorials </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4"> <a class="reference internal" href="../inference/index.html"> Inference </a> </li> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/tutorials/training/index.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/tutorials/training/index.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/containers/tutorials/training/index.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Containers – Training Tutorials</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="containers-training-tutorials"> <h1>Containers – Training Tutorials<a class="headerlink" href="#containers-training-tutorials" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <ul class="simple"> <li><p><a class="reference internal" href="tutorial-training.html#tutorial-training"><span class="std std-ref">Run training in Pytorch Neuron container</span></a></p></li> <li><p><a class="reference internal" href="k8s_mlp_train_demo.html#example-deploy-mlp-train-pod"><span class="std std-ref">Deploy a simple mlp training script as a Kubernetes job</span></a></p></li> </ul> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../inference/k8s_rn50_demo.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Deploy a TensorFlow Resnet50 model as a Kubernetes service</p> </div> </a> <a class="right-next" id="next-link" href="tutorial-training.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Run training in Pytorch Neuron container</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:04.880Z
Run training in Pytorch Neuron container — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/tutorials/training/tutorial-training.html
# Run training in Pytorch Neuron container — AWS Neuron Documentation Toggle in-page Table of Contents ## Run training in Pytorch Neuron container _This document is relevant for_: `Trn1`, `Trn1n` ## Run training in Pytorch Neuron container[#](#run-training-in-pytorch-neuron-container "Permalink to this headline") Table of Contents - [Overview](#overview) - [Setup Environment](#setup-environment) ## [Overview](#id1)[#](#overview "Permalink to this headline") This tutorial demonstrates how to run a pytorch container on an trainium instance. By the end of this tutorial you will be able to run simple mlp training using the container You will use an trn1.2xlarge to test your Docker configuration for Trainium. To find out the available neuron devices on your instance, use the command `ls /dev/neuron*`. ## [Setup Environment](#id2)[#](#setup-environment "Permalink to this headline") 1. Launch an Trn1 Instance 2. Set up docker environment according to [Tutorial Docker environment setup](../tutorial-docker-env-setup.html#tutorial-docker-env-setup) 3\. A sample Dockerfile for for torch-neuron can be found here [Dockerfile for Application Container](../../docker-example/training/Dockerfile-trainium-dlc.html#trainium-dlc-dockerfile). This dockerfile needs the mlp train script found here [Simple MLP train script](../../docker-example/training/mlp.html#mlp-train) With the files in a dir, build the image with the following command: ``` docker build . -f Dockerfile.pt -t neuron-container:pytorch ``` Run the following command to start the container ``` docker run -it --name pt-cont --net=host --device=/dev/neuron0 neuron-container:pytorch python3 /opt/ml/mlp_train.py ``` _This document is relevant for_: `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Run training in Pytorch Neuron container — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Deploy a simple mlp training script as a Kubernetes job" href="k8s_mlp_train_demo.html"> <link rel="prev" title="Containers – Training Tutorials" href="index.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/tutorials/training/tutorial-training", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="../../locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../../tutorials.html"> Tutorials </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="index.html"> Training </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../../index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="../../locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="../../tutorials.html"> Tutorials </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4"> <a class="reference internal" href="../inference/index.html"> Inference </a> </li> <li class="toctree-l4 current active"> <a class="reference internal" href="index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/tutorials/training/tutorial-training.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/tutorials/training/tutorial-training.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/containers/tutorials/training/tutorial-training.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#overview"> Overview </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Run training in Pytorch Neuron container</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#overview"> Overview </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="run-training-in-pytorch-neuron-container"> <span id="tutorial-training"></span><h1>Run training in Pytorch Neuron container<a class="headerlink" href="#run-training-in-pytorch-neuron-container" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#overview" id="id1">Overview</a></p></li> <li><p><a class="reference internal" href="#setup-environment" id="id2">Setup Environment</a></p></li> </ul> </div> <div class="section" id="overview"> <h2><a class="toc-backref" href="#id1">Overview</a><a class="headerlink" href="#overview" title="Permalink to this headline">#</a></h2> <p>This tutorial demonstrates how to run a pytorch container on an trainium instance.</p> <p>By the end of this tutorial you will be able to run simple mlp training using the container</p> <p>You will use an trn1.2xlarge to test your Docker configuration for Trainium.</p> <p>To find out the available neuron devices on your instance, use the command <code class="docutils literal notranslate"><span class="pre">ls</span> <span class="pre">/dev/neuron*</span></code>.</p> </div> <div class="section" id="setup-environment"> <h2><a class="toc-backref" href="#id2">Setup Environment</a><a class="headerlink" href="#setup-environment" title="Permalink to this headline">#</a></h2> <ol class="arabic simple"> <li><dl class="simple"> <dt>Launch an Trn1 Instance</dt><dd></dd> </dl> </li> <li><p>Set up docker environment according to <a class="reference internal" href="../tutorial-docker-env-setup.html#tutorial-docker-env-setup"><span class="std std-ref">Tutorial Docker environment setup</span></a></p></li> </ol> <p>3. A sample Dockerfile for for torch-neuron can be found here <a class="reference internal" href="../../docker-example/training/Dockerfile-trainium-dlc.html#trainium-dlc-dockerfile"><span class="std std-ref">Dockerfile for Application Container</span></a>. This dockerfile needs the mlp train script found here <a class="reference internal" href="../../docker-example/training/mlp.html#mlp-train"><span class="std std-ref">Simple MLP train script</span></a></p> <p>With the files in a dir, build the image with the following command:</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>build<span class="w"> </span>.<span class="w"> </span>-f<span class="w"> </span>Dockerfile.pt<span class="w"> </span>-t<span class="w"> </span>neuron-container:pytorch </pre></div> </div> <p>Run the following command to start the container</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>-it<span class="w"> </span>--name<span class="w"> </span>pt-cont<span class="w"> </span>--net<span class="o">=</span>host<span class="w"> </span>--device<span class="o">=</span>/dev/neuron0<span class="w"> </span>neuron-container:pytorch<span class="w"> </span>python3<span class="w"> </span>/opt/ml/mlp_train.py </pre></div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="index.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Containers – Training Tutorials</p> </div> </a> <a class="right-next" id="next-link" href="k8s_mlp_train_demo.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Deploy a simple mlp training script as a Kubernetes job</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:05.103Z
Deploy a simple mlp training script as a Kubernetes job — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/tutorials/training/k8s_mlp_train_demo.html
# Deploy a simple mlp training script as a Kubernetes job — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Trn1`, `Trn1n` ## Deploy a simple mlp training script as a Kubernetes job[#](#deploy-a-simple-mlp-training-script-as-a-kubernetes-job "Permalink to this headline") This tutorial uses mlp train as a teaching example on how to deploy an training application using Kubernetes on the Trn1 instances. ## Prerequisite:[#](#prerequisite "Permalink to this headline") - [Kubernetes environment setup for Neuron](../k8s-setup.html#tutorial-k8s-env-setup-for-neuron): to setup k8s support on your cluster. - Trn1 instances as worker nodes with attached roles allowing: - ECR read access policy to retrieve container images from ECR: **arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly** - Have a container image that is build using [Run training in Pytorch Neuron container](tutorial-training.html#tutorial-training) ## Deploy a mlp training image[#](#deploy-a-mlp-training-image "Permalink to this headline") 1. Create a file named mlp\_train.yaml with the contents below. Note In the image: add the appropriate location of the image ``` apiVersion: v1 kind: Pod metadata: name: trn1-mlp spec: restartPolicy: Never schedulerName: default-scheduler hostNetwork: true nodeSelector: beta.kubernetes.io/instance-type: trn1.32xlarge beta.kubernetes.io/instance-type: trn1.2xlarge containers: - name: trn1-mlp command: ["/usr/local/bin/python3"] args: ["/opt/ml/mlp_train.py"] image: 647554078242.dkr.ecr.us-east-1.amazonaws.com/sunda-pt:k8s_mlp_0907 imagePullPolicy: IfNotPresent env: - name: NEURON_RT_LOG_LEVEL value: "INFO" resources: limits: aws.amazon.com/neuron: 2 requests: aws.amazon.com/neuron: 2 ``` 2. Deploy the pod. ``` kubectl apply -f mlp_train.yaml ``` 3\. Check the logs to make sure training completed ``` kubectl logs <pod name> Your log should have the following ``` ``` Final loss is 0.1977 ----------End Training --------------- ``` _This document is relevant for_: `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Deploy a simple mlp training script as a Kubernetes job — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Containers - Developer Flows" href="../../developerflows.html"> <link rel="prev" title="Run training in Pytorch Neuron container" href="tutorial-training.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/tutorials/training/k8s_mlp_train_demo", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="../../locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../../tutorials.html"> Tutorials </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="index.html"> Training </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4"> <a class="reference internal" href="tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../../index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="../../locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="../../tutorials.html"> Tutorials </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4"> <a class="reference internal" href="../inference/index.html"> Inference </a> </li> <li class="toctree-l4 current active"> <a class="reference internal" href="index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/tutorials/training/k8s_mlp_train_demo.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/tutorials/training/k8s_mlp_train_demo.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/containers/tutorials/training/k8s_mlp_train_demo.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#prerequisite"> Prerequisite: </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#deploy-a-mlp-training-image"> Deploy a mlp training image </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Deploy a simple mlp training script as a Kubernetes job</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#prerequisite"> Prerequisite: </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#deploy-a-mlp-training-image"> Deploy a mlp training image </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="deploy-a-simple-mlp-training-script-as-a-kubernetes-job"> <span id="example-deploy-mlp-train-pod"></span><h1>Deploy a simple mlp training script as a Kubernetes job<a class="headerlink" href="#deploy-a-simple-mlp-training-script-as-a-kubernetes-job" title="Permalink to this headline">#</a></h1> <p>This tutorial uses mlp train as a teaching example on how to deploy an training application using Kubernetes on the Trn1 instances.</p> <div class="section" id="prerequisite"> <h2>Prerequisite:<a class="headerlink" href="#prerequisite" title="Permalink to this headline">#</a></h2> <ul class="simple"> <li><p><a class="reference internal" href="../k8s-setup.html#tutorial-k8s-env-setup-for-neuron"><span class="std std-ref">Kubernetes environment setup for Neuron</span></a>: to setup k8s support on your cluster.</p></li> <li><p>Trn1 instances as worker nodes with attached roles allowing:</p> <ul> <li><p>ECR read access policy to retrieve container images from ECR: <strong>arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly</strong></p></li> </ul> </li> <li><p>Have a container image that is build using <a class="reference internal" href="tutorial-training.html#tutorial-training"><span class="std std-ref">Run training in Pytorch Neuron container</span></a></p></li> </ul> </div> <div class="section" id="deploy-a-mlp-training-image"> <h2>Deploy a mlp training image<a class="headerlink" href="#deploy-a-mlp-training-image" title="Permalink to this headline">#</a></h2> <ol class="arabic simple"> <li><p>Create a file named <cite>mlp_train.yaml</cite> with the contents below.</p></li> </ol> <div class="admonition note"> <p class="admonition-title">Note</p> <p>In the image: add the appropriate location of the image</p> </div> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">apiVersion</span><span class="p">:</span> <span class="n">v1</span> <span class="n">kind</span><span class="p">:</span> <span class="n">Pod</span> <span class="n">metadata</span><span class="p">:</span> <span class="n">name</span><span class="p">:</span> <span class="n">trn1</span><span class="o">-</span><span class="n">mlp</span> <span class="n">spec</span><span class="p">:</span> <span class="n">restartPolicy</span><span class="p">:</span> <span class="n">Never</span> <span class="n">schedulerName</span><span class="p">:</span> <span class="n">default</span><span class="o">-</span><span class="n">scheduler</span> <span class="n">hostNetwork</span><span class="p">:</span> <span class="n">true</span> <span class="n">nodeSelector</span><span class="p">:</span> <span class="n">beta</span><span class="o">.</span><span class="n">kubernetes</span><span class="o">.</span><span class="n">io</span><span class="o">/</span><span class="n">instance</span><span class="o">-</span><span class="nb">type</span><span class="p">:</span> <span class="n">trn1</span><span class="mf">.32</span><span class="n">xlarge</span> <span class="n">beta</span><span class="o">.</span><span class="n">kubernetes</span><span class="o">.</span><span class="n">io</span><span class="o">/</span><span class="n">instance</span><span class="o">-</span><span class="nb">type</span><span class="p">:</span> <span class="n">trn1</span><span class="mf">.2</span><span class="n">xlarge</span> <span class="n">containers</span><span class="p">:</span> <span class="o">-</span> <span class="n">name</span><span class="p">:</span> <span class="n">trn1</span><span class="o">-</span><span class="n">mlp</span> <span class="n">command</span><span class="p">:</span> <span class="p">[</span><span class="s2">"/usr/local/bin/python3"</span><span class="p">]</span> <span class="n">args</span><span class="p">:</span> <span class="p">[</span><span class="s2">"/opt/ml/mlp_train.py"</span><span class="p">]</span> <span class="n">image</span><span class="p">:</span> <span class="mf">647554078242.</span><span class="n">dkr</span><span class="o">.</span><span class="n">ecr</span><span class="o">.</span><span class="n">us</span><span class="o">-</span><span class="n">east</span><span class="o">-</span><span class="mf">1.</span><span class="n">amazonaws</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">sunda</span><span class="o">-</span><span class="n">pt</span><span class="p">:</span><span class="n">k8s_mlp_0907</span> <span class="n">imagePullPolicy</span><span class="p">:</span> <span class="n">IfNotPresent</span> <span class="n">env</span><span class="p">:</span> <span class="o">-</span> <span class="n">name</span><span class="p">:</span> <span class="n">NEURON_RT_LOG_LEVEL</span> <span class="n">value</span><span class="p">:</span> <span class="s2">"INFO"</span> <span class="n">resources</span><span class="p">:</span> <span class="n">limits</span><span class="p">:</span> <span class="n">aws</span><span class="o">.</span><span class="n">amazon</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">neuron</span><span class="p">:</span> <span class="mi">2</span> <span class="n">requests</span><span class="p">:</span> <span class="n">aws</span><span class="o">.</span><span class="n">amazon</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">neuron</span><span class="p">:</span> <span class="mi">2</span> </pre></div> </div> <ol class="arabic simple" start="2"> <li><p>Deploy the pod.</p></li> </ol> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">apply</span> <span class="o">-</span><span class="n">f</span> <span class="n">mlp_train</span><span class="o">.</span><span class="n">yaml</span> </pre></div> </div> <p>3. Check the logs to make sure training completed</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">logs</span> <span class="o">&lt;</span><span class="n">pod</span> <span class="n">name</span><span class="o">&gt;</span> <span class="n">Your</span> <span class="n">log</span> <span class="n">should</span> <span class="n">have</span> <span class="n">the</span> <span class="n">following</span> </pre></div> </div> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Final</span> <span class="n">loss</span> <span class="ow">is</span> <span class="mf">0.1977</span> <span class="o">----------</span><span class="n">End</span> <span class="n">Training</span> <span class="o">---------------</span> </pre></div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="tutorial-training.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Run training in Pytorch Neuron container</p> </div> </a> <a class="right-next" id="next-link" href="../../developerflows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Containers - Developer Flows</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:05.254Z
Deploy Neuron Container on EC2 — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/dlc-then-ec2-devflow.html
# Deploy Neuron Container on EC2 — AWS Neuron Documentation _This document is relevant for_: `Inf1` ## Deploy Neuron Container on EC2[#](#deploy-neuron-container-on-ec2 "Permalink to this headline") Table of Contents - [Description](#description) - [Setup Environment](#setup-environment) ## [Description](#id1)[#](#description "Permalink to this headline") [![Neuron developer flow for DLC on EC2](../_images/dlc-on-ec2-dev-flow.png)](../_images/dlc-on-ec2-dev-flow.png) You can use the Neuron version of the [AWS Deep Learning Containers](https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ec2-tutorials-inference.html) to run inference on inf1 instances. In this developer flow, you provision an EC2 inf1 instance using a Deep Learming AMI (DLAMI), pull the container image with the Neuron version of the desired framework, and run the container as a server for the already compiled model. This developer flow assumes the model has already has been compiled through a [compilation developer flow](../general/devflows/inference/dev-flows.html#compilation-flow-target) ## [Setup Environment](#id2)[#](#setup-environment "Permalink to this headline") 1. Launch an Inf1 Instance - Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to Launch an Inf1 instance, when choosing the instance type at the EC2 console. Please make sure to select the correct instance type. To get more information about Inf1 instances sizes and pricing see [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/). - Select your Amazon Machine Image (AMI) of choice, please note that Neuron supports Ubuntu 18 AMI or Amazon Linux 2 AMI, you can also choose Ubuntu 18 or Amazon Linux 2 Deep Learning AMI (DLAMI) - After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-connect-to-instance-linux) to connect to the instance 2. Once you have your EC2 environment set according to [Tutorial Docker environment setup](tutorials/tutorial-docker-env-setup.html#tutorial-docker-env-setup), you can build and run a Neuron container using the [Tutorial How to Build and Run a Neuron Container](tutorials/build-run-neuron-container.html#how-to-build-neuron-container) section above. Note **Prior to running the container**, make sure that the Neuron runtime on the instance is turned off, by running the command: ``` sudo service neuron-rtd stop ``` _This document is relevant for_: `Inf1`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Deploy Neuron Container on EC2 — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Deploy Neuron Container on Elastic Container Service (ECS)" href="dlc-then-ecs-devflow.html"> <link rel="prev" title="Containers - Developer Flows" href="developerflows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/dlc-then-ec2-devflow", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active"> <a class="current reference internal" href="#"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/containers/dlc-then-ec2-devflow.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/dlc-then-ec2-devflow.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/containers/dlc-then-ec2-devflow.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/containers/dlc-then-ec2-devflow.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/containers/dlc-then-ec2-devflow.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/containers/dlc-then-ec2-devflow.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/containers/dlc-then-ec2-devflow.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/containers/dlc-then-ec2-devflow.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/containers/dlc-then-ec2-devflow.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/containers/dlc-then-ec2-devflow.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/containers/dlc-then-ec2-devflow.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/containers/dlc-then-ec2-devflow.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/containers/dlc-then-ec2-devflow.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/containers/dlc-then-ec2-devflow.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/containers/dlc-then-ec2-devflow.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/containers/dlc-then-ec2-devflow.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/containers/dlc-then-ec2-devflow.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/containers/dlc-then-ec2-devflow.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/containers/dlc-then-ec2-devflow.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/containers/dlc-then-ec2-devflow.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/containers/dlc-then-ec2-devflow.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/containers/dlc-then-ec2-devflow.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/containers/dlc-then-ec2-devflow.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/containers/dlc-then-ec2-devflow.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/containers/dlc-then-ec2-devflow.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/containers/dlc-then-ec2-devflow.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/containers/dlc-then-ec2-devflow.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/containers/dlc-then-ec2-devflow.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/containers/dlc-then-ec2-devflow.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/containers/dlc-then-ec2-devflow.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//containers/dlc-then-ec2-devflow.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/dlc-then-ec2-devflow.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/dlc-then-ec2-devflow.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/containers/dlc-then-ec2-devflow.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Deploy Neuron Container on EC2</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="deploy-neuron-container-on-ec2"> <span id="dlc-then-ec2-devflow"></span><span id="containers-dlc-then-ec2-devflow"></span><h1>Deploy Neuron Container on EC2<a class="headerlink" href="#deploy-neuron-container-on-ec2" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#description" id="id1">Description</a></p></li> <li><p><a class="reference internal" href="#setup-environment" id="id2">Setup Environment</a></p></li> </ul> </div> <div class="section" id="description"> <h2><a class="toc-backref" href="#id1">Description</a><a class="headerlink" href="#description" title="Permalink to this headline">#</a></h2> <p><a class="reference internal" href="../_images/dlc-on-ec2-dev-flow.png"><img alt="Neuron developer flow for DLC on EC2" class="align-middle" src="../_images/dlc-on-ec2-dev-flow.png" style="width: 500px;"></a></p> <p>You can use the Neuron version of the <a class="reference external" href="https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ec2-tutorials-inference.html">AWS Deep Learning Containers</a> to run inference on inf1 instances. In this developer flow, you provision an EC2 inf1 instance using a Deep Learming AMI (DLAMI), pull the container image with the Neuron version of the desired framework, and run the container as a server for the already compiled model. This developer flow assumes the model has already has been compiled through a <a class="reference internal" href="../general/devflows/inference/dev-flows.html#compilation-flow-target"><span class="std std-ref">compilation developer flow</span></a></p> </div> <div class="section" id="setup-environment"> <span id="dlc-then-ec2-setenv"></span><h2><a class="toc-backref" href="#id2">Setup Environment</a><a class="headerlink" href="#setup-environment" title="Permalink to this headline">#</a></h2> <ol class="arabic simple"> <li><dl class="simple"> <dt>Launch an Inf1 Instance</dt><dd><ul class="simple"> <li><p>Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to Launch an Inf1 instance, when choosing the instance type at the EC2 console. Please make sure to select the correct instance type. To get more information about Inf1 instances sizes and pricing see <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a>.</p></li> <li><p>Select your Amazon Machine Image (AMI) of choice, please note that Neuron supports Ubuntu 18 AMI or Amazon Linux 2 AMI, you can also choose Ubuntu 18 or Amazon Linux 2 Deep Learning AMI (DLAMI)</p></li> <li><p>After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-connect-to-instance-linux">Connect to your instance</a> to connect to the instance</p></li> </ul> </dd> </dl> </li> <li><p>Once you have your EC2 environment set according to <a class="reference internal" href="tutorials/tutorial-docker-env-setup.html#tutorial-docker-env-setup"><span class="std std-ref">Tutorial Docker environment setup</span></a>, you can build and run a Neuron container using the <a class="reference internal" href="tutorials/build-run-neuron-container.html#how-to-build-neuron-container"><span class="std std-ref">Tutorial How to Build and Run a Neuron Container</span></a> section above.</p></li> </ol> <div class="admonition note"> <p class="admonition-title">Note</p> <p><strong>Prior to running the container</strong>, make sure that the Neuron runtime on the instance is turned off, by running the command:</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sudo<span class="w"> </span>service<span class="w"> </span>neuron-rtd<span class="w"> </span>stop </pre></div> </div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="developerflows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Containers - Developer Flows</p> </div> </a> <a class="right-next" id="next-link" href="dlc-then-ecs-devflow.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Deploy Neuron Container on Elastic Container Service (ECS)</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:05.551Z
Bring Your Own Neuron Container to Sagemaker Hosting (inf1) — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/container-sm-hosting-devflow.html
# Bring Your Own Neuron Container to Sagemaker Hosting (inf1) — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Inf1` ## Bring Your Own Neuron Container to Sagemaker Hosting (inf1)[#](#bring-your-own-neuron-container-to-sagemaker-hosting-inf1 "Permalink to this headline") Table of Contents - [Description](#description) - [Setup Environment](#setup-environment) ## [Description](#id1)[#](#description "Permalink to this headline") [![Neuron developer flow on SageMaker Neo](../_images/byoc-then-hosting-dev-flow.png)](../_images/byoc-then-hosting-dev-flow.png) You can use a SageMaker Notebook or an EC2 instance to compile models and build your own containers for deployment on SageMaker Hosting using ml.inf1 instances. In this developer flow, you provision a Sagemaker Notebook or an EC2 instance to train and compile your model to Inferentia. Then you deploy your model to SageMaker Hosting using the SageMaker Python SDK. Follow the steps bellow to setup your environment. Once your environment is set you’ll be able to follow the [BYOC HuggingFace pretrained BERT container to Sagemaker Tutorial](../src/examples/pytorch/byoc_sm_bert_tutorial/sagemaker_container_neuron.html) . ## [Setup Environment](#id2)[#](#setup-environment "Permalink to this headline") 1. Create a Compilation Instance: If using an **EC2 instance for compilation** you can use an Inf1 instance to compile and test a model. Follow these steps to launch an Inf1 instance: > - Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to Launch an Inf1 instance, when choosing the instance type at the EC2 console. Please make sure to select the correct instance type. To get more information about Inf1 instances sizes and pricing see [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/). > > - Select your Amazon Machine Image (AMI) of choice, please note that Neuron supports Ubuntu 18 AMI or Amazon Linux 2 AMI, you can also choose Ubuntu 18 or Amazon Linux 2 Deep Learning AMI (DLAMI) > > - After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-connect-to-instance-linux) to connect to the instance > If using an **SageMaker Notebook for compilation**, follow the instructions in [Get Started with Notebook Instances](https://docs.aws.amazon.com/sagemaker/latest/dg/gs-setup-working-env.html) to provision the environment. It is recommended that you start with an ml.c5.4xlarge instance for the compilation. Also, increase the volume size of you SageMaker notebook instance, to accomodate the models and containers built locally. A volume of 10GB is sufficient. > Note > > To compile the model in the SageMaker Notebook instance, you’ll need to update the conda environments to include the Neuron Compiler and Neuron Framework Extensions. Follow the installation guide on the section how-to-update-to-latest-Neuron-Conda-Env to update the environments. 2. Set up the environment to compile a model, build your own container and deploy: To compile your model on EC2 or SageMaker Notebook, follow the _Set up a development environment_ section on the EC2 [Setup Environment](../general/devflows/inference/ec2-then-ec2-devflow-inf2.html#ec2-then-ec2-setenv) documentation. Refer to [Adapting Your Own Inference Container](https://docs.aws.amazon.com/sagemaker/latest/dg/adapt-inference-container.html) documentation for information on how to bring your own containers to SageMaker Hosting. Make sure to add the **AmazonEC2ContainerRegistryPowerUser** role to your IAM role ARN, so you’re able to build and push containers from your SageMaker Notebook instance. _This document is relevant for_: `Inf1`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Bring Your Own Neuron Container to Sagemaker Hosting (inf1) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Containers - FAQ, Troubleshooting &amp; ReleaseNotes" href="faq-troubleshooting-releasenote.html"> <link rel="prev" title="Deploy Neuron Container on Elastic Kubernetes Service (EKS)" href="dlc-then-eks-devflow.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/container-sm-hosting-devflow", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3 current active"> <a class="current reference internal" href="#"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/container-sm-hosting-devflow.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/container-sm-hosting-devflow.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/containers/container-sm-hosting-devflow.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Bring Your Own Neuron Container to Sagemaker Hosting (inf1)</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="bring-your-own-neuron-container-to-sagemaker-hosting-inf1"> <span id="byoc-hosting-devflow"></span><span id="containers-byoc-hosting-devflow"></span><h1>Bring Your Own Neuron Container to Sagemaker Hosting (inf1)<a class="headerlink" href="#bring-your-own-neuron-container-to-sagemaker-hosting-inf1" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#description" id="id1">Description</a></p></li> <li><p><a class="reference internal" href="#setup-environment" id="id2">Setup Environment</a></p></li> </ul> </div> <div class="section" id="description"> <h2><a class="toc-backref" href="#id1">Description</a><a class="headerlink" href="#description" title="Permalink to this headline">#</a></h2> <p><a class="reference internal" href="../_images/byoc-then-hosting-dev-flow.png"><img alt="Neuron developer flow on SageMaker Neo" class="align-middle" src="../_images/byoc-then-hosting-dev-flow.png" style="width: 850px;"></a></p> <p>You can use a SageMaker Notebook or an EC2 instance to compile models and build your own containers for deployment on SageMaker Hosting using ml.inf1 instances. In this developer flow, you provision a Sagemaker Notebook or an EC2 instance to train and compile your model to Inferentia. Then you deploy your model to SageMaker Hosting using the SageMaker Python SDK. Follow the steps bellow to setup your environment. Once your environment is set you’ll be able to follow the <a class="reference internal" href="../src/examples/pytorch/byoc_sm_bert_tutorial/sagemaker_container_neuron.html"><span class="std std-ref">BYOC HuggingFace pretrained BERT container to Sagemaker Tutorial</span></a> .</p> </div> <div class="section" id="setup-environment"> <span id="byoc-hosting-setenv"></span><h2><a class="toc-backref" href="#id2">Setup Environment</a><a class="headerlink" href="#setup-environment" title="Permalink to this headline">#</a></h2> <ol class="arabic"> <li><dl> <dt>Create a Compilation Instance:</dt><dd><p>If using an <strong>EC2 instance for compilation</strong> you can use an Inf1 instance to compile and test a model. Follow these steps to launch an Inf1 instance:</p> <blockquote> <div><ul class="simple"> <li><p>Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to Launch an Inf1 instance, when choosing the instance type at the EC2 console. Please make sure to select the correct instance type. To get more information about Inf1 instances sizes and pricing see <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a>.</p></li> <li><p>Select your Amazon Machine Image (AMI) of choice, please note that Neuron supports Ubuntu 18 AMI or Amazon Linux 2 AMI, you can also choose Ubuntu 18 or Amazon Linux 2 Deep Learning AMI (DLAMI)</p></li> <li><p>After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-connect-to-instance-linux">Connect to your instance</a> to connect to the instance</p></li> </ul> </div></blockquote> <p>If using an <strong>SageMaker Notebook for compilation</strong>, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/sagemaker/latest/dg/gs-setup-working-env.html">Get Started with Notebook Instances</a> to provision the environment.</p> <p>It is recommended that you start with an ml.c5.4xlarge instance for the compilation. Also, increase the volume size of you SageMaker notebook instance, to accomodate the models and containers built locally. A volume of 10GB is sufficient.</p> <blockquote> <div><div class="admonition note"> <p class="admonition-title">Note</p> <p>To compile the model in the SageMaker Notebook instance, you’ll need to update the conda environments to include the Neuron Compiler and Neuron Framework Extensions. Follow the installation guide on the section <span class="xref std std-ref">how-to-update-to-latest-Neuron-Conda-Env</span> to update the environments.</p> </div> </div></blockquote> </dd> </dl> </li> <li><dl> <dt>Set up the environment to compile a model, build your own container and deploy:</dt><dd><p>To compile your model on EC2 or SageMaker Notebook, follow the <em>Set up a development environment</em> section on the EC2 <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow-inf2.html#ec2-then-ec2-setenv"><span class="std std-ref">Setup Environment</span></a> documentation.</p> <p>Refer to <a class="reference external" href="https://docs.aws.amazon.com/sagemaker/latest/dg/adapt-inference-container.html">Adapting Your Own Inference Container</a> documentation for information on how to bring your own containers to SageMaker Hosting.</p> <p>Make sure to add the <strong>AmazonEC2ContainerRegistryPowerUser</strong> role to your IAM role ARN, so you’re able to build and push containers from your SageMaker Notebook instance.</p> <div class="admonition note"> <p class="admonition-title">Note</p> <p>The container image can be created using <a class="reference internal" href="tutorials/build-run-neuron-container.html#how-to-build-neuron-container"><span class="std std-ref">Tutorial How to Build and Run a Neuron Container</span></a>.</p> </div> </dd> </dl> </li> </ol> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="dlc-then-eks-devflow.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Deploy Neuron Container on Elastic Kubernetes Service (EKS)</p> </div> </a> <a class="right-next" id="next-link" href="faq-troubleshooting-releasenote.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Containers - FAQ, Troubleshooting &amp; ReleaseNotes</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:05.866Z
Neuron Containers FAQ — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/faq.html
# Neuron Containers FAQ — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Neuron Containers FAQ[#](#neuron-containers-faq "Permalink to this headline") Table of Contents - [Where can I find DLC images](#where-can-i-find-dlc-images) - [What is OCI Neuron Hook and do we need that](#what-is-oci-neuron-hook-and-do-we-need-that) - [What container runtimes are supported](#what-container-runtimes-are-supported) - [How to expose Neuron Devices to Container](#how-to-expose-neuron-devices-to-container) - [How to expose Neuron Cores to Container](#how-to-expose-neuron-cores-to-container) - [Can Neuron Devices be shared by different Containers running in the same Host](#can-neuron-devices-be-shared-by-different-containers-running-in-the-same-host) - [Can Neuron Cores be shared by different Containers running in the same Host](#can-neuron-cores-be-shared-by-different-containers-running-in-the-same-host) - [When would you use Neuron K8 Scheduler Extension](#when-would-you-use-neuron-k8-scheduler-extension) - [How to add EFA devices to the container](#how-to-add-efa-devices-to-the-container) - [Can distributed training jobs be run without EFA devices in container](#can-distributed-training-jobs-be-run-without-efa-devices-in-container) ## [Where can I find DLC images](#id1)[#](#where-can-i-find-dlc-images "Permalink to this headline") - The Inference/Training DLC images can be found [here](https://github.com/aws/deep-learning-containers/blob/master/available_images.md#user-content-neuron-containers). - In the [DLC release page](https://github.com/aws/deep-learning-containers/releases) do a search for neuron to get the ECR repo location of specific neuron DLC release. ## [What is OCI Neuron Hook and do we need that](#id2)[#](#what-is-oci-neuron-hook-and-do-we-need-that "Permalink to this headline") Neuron devices are exposed to the containers using the –device option in the docker run command. Docker runtime (runc) does not yet support the ALL option to expose all neuron devices to the container. With OCI neuron hook support is added to expose ALL devices to container using an environment variable, “AWS\_NEURON\_VISIBLE\_DEVICES=ALL”. For more details please refer [oci neuron hook](tutorials/tutorial-oci-hook.html#tutorial-oci-hook) In Kubernetes, if we are using the device plugin version 1.7 & below, then the oci neuron hook is needed. If using device plugin version >= 1.8 then oci neuron hook is not needed ## [What container runtimes are supported](#id3)[#](#what-container-runtimes-are-supported "Permalink to this headline") Neuron containers have been tested to work with docker, containerd, cri-o runtimes without any changes. If the oci neuron hook is used then they need to be enabled in the runtime config. For more details please refer [oci neuron hook](tutorials/tutorial-oci-hook.html#tutorial-oci-hook) ## [How to expose Neuron Devices to Container](#id4)[#](#how-to-expose-neuron-devices-to-container "Permalink to this headline") Neuron Device: Represents the number of Inferentia/Trainium chips in the instance. Refer [Container Devices](tutorials/build-run-neuron-container.html#container-devices) for more details ## [How to expose Neuron Cores to Container](#id5)[#](#how-to-expose-neuron-cores-to-container "Permalink to this headline") Neuron Core: Represents the number of Neuron Cores in the instance. Refer [Container Cores](tutorials/build-run-neuron-container.html#container-cores) for more details. Each Inferentia Chip has 4 Neuron Cores and each Trainium chip has 2 Neuron Cores. When the devices are exposed to the containers all the cores in the device are available for use in the container. Please refer [Neuron Runtime Configuration](../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration) to see how the environment variables NEURON\_RT\_VISIBLE\_CORES and NEURON\_RT\_NUM\_CORES can be used to assign core to containers ## [When would you use Neuron K8 Scheduler Extension](#id8)[#](#when-would-you-use-neuron-k8-scheduler-extension "Permalink to this headline") The neuron cores/devices that are exposed to the container needs to be contiguous. The kubernetes device plugin does not guarantee the devices to be contiguous. The K8 Neuron Scheduler Extension takes care of assigning contiguous devices to the containers. ## [Can distributed training jobs be run without EFA devices in container](#id10)[#](#can-distributed-training-jobs-be-run-without-efa-devices-in-container "Permalink to this headline") No. For distributed training jobs in Trainium all the EFA inrerfaces in trn1.32xlarge needs to be exposed to the containers _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Neuron Containers FAQ — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Troubleshooting Neuron Containers" href="troubleshooting.html"> <link rel="prev" title="Containers - FAQ, Troubleshooting &amp; ReleaseNotes" href="faq-troubleshooting-releasenote.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/faq", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active"> <a class="current reference internal" href="#"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/faq.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/faq.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/containers/faq.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#where-can-i-find-dlc-images"> Where can I find DLC images </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#what-is-oci-neuron-hook-and-do-we-need-that"> What is OCI Neuron Hook and do we need that </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#what-container-runtimes-are-supported"> What container runtimes are supported </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#how-to-expose-neuron-devices-to-container"> How to expose Neuron Devices to Container </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#how-to-expose-neuron-cores-to-container"> How to expose Neuron Cores to Container </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#can-neuron-devices-be-shared-by-different-containers-running-in-the-same-host"> Can Neuron Devices be shared by different Containers running in the same Host </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#can-neuron-cores-be-shared-by-different-containers-running-in-the-same-host"> Can Neuron Cores be shared by different Containers running in the same Host </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#when-would-you-use-neuron-k8-scheduler-extension"> When would you use Neuron K8 Scheduler Extension </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#how-to-add-efa-devices-to-the-container"> How to add EFA devices to the container </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#can-distributed-training-jobs-be-run-without-efa-devices-in-container"> Can distributed training jobs be run without EFA devices in container </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Neuron Containers FAQ</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#where-can-i-find-dlc-images"> Where can I find DLC images </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#what-is-oci-neuron-hook-and-do-we-need-that"> What is OCI Neuron Hook and do we need that </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#what-container-runtimes-are-supported"> What container runtimes are supported </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#how-to-expose-neuron-devices-to-container"> How to expose Neuron Devices to Container </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#how-to-expose-neuron-cores-to-container"> How to expose Neuron Cores to Container </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#can-neuron-devices-be-shared-by-different-containers-running-in-the-same-host"> Can Neuron Devices be shared by different Containers running in the same Host </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#can-neuron-cores-be-shared-by-different-containers-running-in-the-same-host"> Can Neuron Cores be shared by different Containers running in the same Host </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#when-would-you-use-neuron-k8-scheduler-extension"> When would you use Neuron K8 Scheduler Extension </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#how-to-add-efa-devices-to-the-container"> How to add EFA devices to the container </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#can-distributed-training-jobs-be-run-without-efa-devices-in-container"> Can distributed training jobs be run without EFA devices in container </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="neuron-containers-faq"> <span id="container-faq"></span><h1>Neuron Containers FAQ<a class="headerlink" href="#neuron-containers-faq" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#where-can-i-find-dlc-images" id="id1">Where can I find DLC images</a></p></li> <li><p><a class="reference internal" href="#what-is-oci-neuron-hook-and-do-we-need-that" id="id2">What is OCI Neuron Hook and do we need that</a></p></li> <li><p><a class="reference internal" href="#what-container-runtimes-are-supported" id="id3">What container runtimes are supported</a></p></li> <li><p><a class="reference internal" href="#how-to-expose-neuron-devices-to-container" id="id4">How to expose Neuron Devices to Container</a></p></li> <li><p><a class="reference internal" href="#how-to-expose-neuron-cores-to-container" id="id5">How to expose Neuron Cores to Container</a></p></li> <li><p><a class="reference internal" href="#can-neuron-devices-be-shared-by-different-containers-running-in-the-same-host" id="id6">Can Neuron Devices be shared by different Containers running in the same Host</a></p></li> <li><p><a class="reference internal" href="#can-neuron-cores-be-shared-by-different-containers-running-in-the-same-host" id="id7">Can Neuron Cores be shared by different Containers running in the same Host</a></p></li> <li><p><a class="reference internal" href="#when-would-you-use-neuron-k8-scheduler-extension" id="id8">When would you use Neuron K8 Scheduler Extension</a></p></li> <li><p><a class="reference internal" href="#how-to-add-efa-devices-to-the-container" id="id9">How to add EFA devices to the container</a></p></li> <li><p><a class="reference internal" href="#can-distributed-training-jobs-be-run-without-efa-devices-in-container" id="id10">Can distributed training jobs be run without EFA devices in container</a></p></li> </ul> </div> <div class="section" id="where-can-i-find-dlc-images"> <h2><a class="toc-backref" href="#id1">Where can I find DLC images</a><a class="headerlink" href="#where-can-i-find-dlc-images" title="Permalink to this headline">#</a></h2> <ul class="simple"> <li><p>The Inference/Training DLC images can be found <a class="reference external" href="https://github.com/aws/deep-learning-containers/blob/master/available_images.md#user-content-neuron-containers">here</a>.</p></li> <li><p>In the <a class="reference external" href="https://github.com/aws/deep-learning-containers/releases">DLC release page</a> do a search for neuron to get the ECR repo location of specific neuron DLC release.</p></li> </ul> </div> <div class="section" id="what-is-oci-neuron-hook-and-do-we-need-that"> <h2><a class="toc-backref" href="#id2">What is OCI Neuron Hook and do we need that</a><a class="headerlink" href="#what-is-oci-neuron-hook-and-do-we-need-that" title="Permalink to this headline">#</a></h2> <p>Neuron devices are exposed to the containers using the –device option in the docker run command. Docker runtime (runc) does not yet support the ALL option to expose all neuron devices to the container.</p> <p>With OCI neuron hook support is added to expose ALL devices to container using an environment variable, “AWS_NEURON_VISIBLE_DEVICES=ALL”. For more details please refer <a class="reference internal" href="tutorials/tutorial-oci-hook.html#tutorial-oci-hook"><span class="std std-ref">oci neuron hook</span></a></p> <p>In Kubernetes, if we are using the device plugin version 1.7 &amp; below, then the oci neuron hook is needed. If using device plugin version &gt;= 1.8 then oci neuron hook is not needed</p> </div> <div class="section" id="what-container-runtimes-are-supported"> <h2><a class="toc-backref" href="#id3">What container runtimes are supported</a><a class="headerlink" href="#what-container-runtimes-are-supported" title="Permalink to this headline">#</a></h2> <p>Neuron containers have been tested to work with docker, containerd, cri-o runtimes without any changes. If the oci neuron hook is used then they need to be enabled in the runtime config. For more details please refer <a class="reference internal" href="tutorials/tutorial-oci-hook.html#tutorial-oci-hook"><span class="std std-ref">oci neuron hook</span></a></p> </div> <div class="section" id="how-to-expose-neuron-devices-to-container"> <h2><a class="toc-backref" href="#id4">How to expose Neuron Devices to Container</a><a class="headerlink" href="#how-to-expose-neuron-devices-to-container" title="Permalink to this headline">#</a></h2> <p>Neuron Device: Represents the number of Inferentia/Trainium chips in the instance. Refer <a class="reference internal" href="tutorials/build-run-neuron-container.html#container-devices"><span class="std std-ref">Container Devices</span></a> for more details</p> </div> <div class="section" id="how-to-expose-neuron-cores-to-container"> <h2><a class="toc-backref" href="#id5">How to expose Neuron Cores to Container</a><a class="headerlink" href="#how-to-expose-neuron-cores-to-container" title="Permalink to this headline">#</a></h2> <p>Neuron Core: Represents the number of Neuron Cores in the instance. Refer <a class="reference internal" href="tutorials/build-run-neuron-container.html#container-cores"><span class="std std-ref">Container Cores</span></a> for more details. Each Inferentia Chip has 4 Neuron Cores and each Trainium chip has 2 Neuron Cores. When the devices are exposed to the containers all the cores in the device are available for use in the container. Please refer <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration"><span class="std std-ref">Neuron Runtime Configuration</span></a> to see how the environment variables NEURON_RT_VISIBLE_CORES and NEURON_RT_NUM_CORES can be used to assign core to containers</p> </div> <div class="section" id="can-neuron-devices-be-shared-by-different-containers-running-in-the-same-host"> <h2><a class="toc-backref" href="#id6">Can Neuron Devices be shared by different Containers running in the same Host</a><a class="headerlink" href="#can-neuron-devices-be-shared-by-different-containers-running-in-the-same-host" title="Permalink to this headline">#</a></h2> <p>Yes, except in Kubernetes environment where the devices cannot be shared</p> </div> <div class="section" id="can-neuron-cores-be-shared-by-different-containers-running-in-the-same-host"> <h2><a class="toc-backref" href="#id7">Can Neuron Cores be shared by different Containers running in the same Host</a><a class="headerlink" href="#can-neuron-cores-be-shared-by-different-containers-running-in-the-same-host" title="Permalink to this headline">#</a></h2> <p>No</p> </div> <div class="section" id="when-would-you-use-neuron-k8-scheduler-extension"> <h2><a class="toc-backref" href="#id8">When would you use Neuron K8 Scheduler Extension</a><a class="headerlink" href="#when-would-you-use-neuron-k8-scheduler-extension" title="Permalink to this headline">#</a></h2> <p>The neuron cores/devices that are exposed to the container needs to be contiguous. The kubernetes device plugin does not guarantee the devices to be contiguous. The K8 Neuron Scheduler Extension takes care of assigning contiguous devices to the containers.</p> </div> <div class="section" id="how-to-add-efa-devices-to-the-container"> <h2><a class="toc-backref" href="#id9">How to add EFA devices to the container</a><a class="headerlink" href="#how-to-add-efa-devices-to-the-container" title="Permalink to this headline">#</a></h2> <p>The EFA devices are exposed to the container using the –device option</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">--</span><span class="n">device</span> <span class="o">/</span><span class="n">dev</span><span class="o">/</span><span class="n">infiniband</span><span class="o">/</span><span class="n">uverbs0</span> </pre></div> </div> <p>In the kubernetes environment the EFA device plugin is used to detect and advertise EFA interfaces.</p> <dl class="simple"> <dt>::</dt><dd><p>kubectl apply -f <a class="reference external" href="https://raw.githubusercontent.com/aws-samples/aws-efa-eks/main/manifest/efa-k8s-device-plugin.yml">https://raw.githubusercontent.com/aws-samples/aws-efa-eks/main/manifest/efa-k8s-device-plugin.yml</a></p> </dd> </dl> <p>Application can use the resource type vpc.amazonaws.com/efa in a pod request spec</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">vpc</span><span class="o">.</span><span class="n">amazonaws</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">efa</span><span class="p">:</span> <span class="mi">4</span> </pre></div> </div> </div> <div class="section" id="can-distributed-training-jobs-be-run-without-efa-devices-in-container"> <h2><a class="toc-backref" href="#id10">Can distributed training jobs be run without EFA devices in container</a><a class="headerlink" href="#can-distributed-training-jobs-be-run-without-efa-devices-in-container" title="Permalink to this headline">#</a></h2> <p>No. For distributed training jobs in Trainium all the EFA inrerfaces in trn1.32xlarge needs to be exposed to the containers</p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="faq-troubleshooting-releasenote.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Containers - FAQ, Troubleshooting &amp; ReleaseNotes</p> </div> </a> <a class="right-next" id="next-link" href="troubleshooting.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Troubleshooting Neuron Containers</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:06.009Z
Containers - FAQ, Troubleshooting & ReleaseNotes — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/faq-troubleshooting-releasenote.html
# FAQ, Troubleshooting & ReleaseNotes — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Containers - FAQ, Troubleshooting & ReleaseNotes[#](#containers-faq-troubleshooting-releasenotes "Permalink to this headline") - [Neuron Containers FAQ](faq.html#container-faq) - [Troubleshooting Neuron Containers](troubleshooting.html#container-troubleshooting) - [Neuron Containers Release Notes](../release-notes/containers/neuron-containers.html#neuron-containers-release-notes) - [Neuron K8 Release Notes](../release-notes/containers/neuron-k8.html#neuron-k8-rn) _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Containers - FAQ, Troubleshooting &amp; ReleaseNotes — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Neuron Containers FAQ" href="faq.html"> <link rel="prev" title="Bring Your Own Neuron Container to Sagemaker Hosting (inf1)" href="container-sm-hosting-devflow.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/faq-troubleshooting-releasenote", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="current reference internal" href="#"> FAQ, Troubleshooting and Release Note </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 current active has-children"> <a class="current reference internal" href="#"> FAQ, Troubleshooting and Release Note </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/faq-troubleshooting-releasenote.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/faq-troubleshooting-releasenote.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/containers/faq-troubleshooting-releasenote.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Containers - FAQ, Troubleshooting &amp; ReleaseNotes</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="containers-faq-troubleshooting-releasenotes"> <h1>Containers - FAQ, Troubleshooting &amp; ReleaseNotes<a class="headerlink" href="#containers-faq-troubleshooting-releasenotes" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <ul class="simple"> <li><p><a class="reference internal" href="faq.html#container-faq"><span class="std std-ref">Neuron Containers FAQ</span></a></p></li> <li><p><a class="reference internal" href="troubleshooting.html#container-troubleshooting"><span class="std std-ref">Troubleshooting Neuron Containers</span></a></p></li> <li><p><a class="reference internal" href="../release-notes/containers/neuron-containers.html#neuron-containers-release-notes"><span class="std std-ref">Neuron Containers Release Notes</span></a></p></li> <li><p><a class="reference internal" href="../release-notes/containers/neuron-k8.html#neuron-k8-rn"><span class="std std-ref">Neuron K8 Release Notes</span></a></p></li> </ul> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="container-sm-hosting-devflow.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Bring Your Own Neuron Container to Sagemaker Hosting (inf1)</p> </div> </a> <a class="right-next" id="next-link" href="faq.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Neuron Containers FAQ</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:06.287Z
Deploy Neuron Container on Elastic Container Service (ECS) — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/dlc-then-ecs-devflow.html
# Deploy Neuron Container on Elastic Container Service (ECS) — AWS Neuron Documentation ## [Description](#id1)[#](#description "Permalink to this headline") [![Neuron developer flow for DLC on ECS](../_images/dlc-on-ecs-dev-flow.png)](../_images/dlc-on-ecs-dev-flow.png) You can use the Neuron version of the [AWS Deep Learning Containers](https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-tutorials-inference.html) to run inference on Amazon Elastic Container Service (ECS). In this developer flow, you set up an ECS cluster with inf1 instances, create a task description for your inference service and deploy it to your cluster. This developer flow assumes: 1. The model has already been compiled through [Compilation with Framework API on EC2 instance](../general/devflows/inference/ec2-then-ec2-devflow.html#ec2-then-ec2-devflow) or through [Compilation with Sagemaker Neo](../general/devflows/inference/neo-then-hosting-devflow.html#neo-then-hosting-devflow). 2. You already set up your container to retrieve it from storage.
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Deploy Neuron Container on Elastic Container Service (ECS) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Deploy Neuron Container on Elastic Kubernetes Service (EKS)" href="dlc-then-eks-devflow.html"> <link rel="prev" title="Deploy Neuron Container on EC2" href="dlc-then-ec2-devflow.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/dlc-then-ecs-devflow", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3 current active"> <a class="current reference internal" href="#"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/dlc-then-ecs-devflow.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/dlc-then-ecs-devflow.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/containers/dlc-then-ecs-devflow.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Deploy Neuron Container on Elastic Container Service (ECS)</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="deploy-neuron-container-on-elastic-container-service-ecs"> <span id="dlc-then-ecs-devflow"></span><span id="containers-dlc-then-ecs-devflow"></span><h1>Deploy Neuron Container on Elastic Container Service (ECS)<a class="headerlink" href="#deploy-neuron-container-on-elastic-container-service-ecs" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#description" id="id1">Description</a></p></li> <li><p><a class="reference internal" href="#setup-environment" id="id2">Setup Environment</a></p></li> </ul> </div> <div class="section" id="description"> <h2><a class="toc-backref" href="#id1">Description</a><a class="headerlink" href="#description" title="Permalink to this headline">#</a></h2> <p><a class="reference internal" href="../_images/dlc-on-ecs-dev-flow.png"><img alt="Neuron developer flow for DLC on ECS" class="align-middle" src="../_images/dlc-on-ecs-dev-flow.png" style="width: 750px;"></a></p> <p>You can use the Neuron version of the <a class="reference external" href="https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-tutorials-inference.html">AWS Deep Learning Containers</a> to run inference on Amazon Elastic Container Service (ECS). In this developer flow, you set up an ECS cluster with inf1 instances, create a task description for your inference service and deploy it to your cluster. This developer flow assumes:</p> <ol class="arabic simple"> <li><p>The model has already been compiled through <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow.html#ec2-then-ec2-devflow"><span class="std std-ref">Compilation with Framework API on EC2 instance</span></a> or through <a class="reference internal" href="../general/devflows/inference/neo-then-hosting-devflow.html#neo-then-hosting-devflow"><span class="std std-ref">Compilation with Sagemaker Neo</span></a>.</p></li> <li><p>You already set up your container to retrieve it from storage.</p></li> </ol> </div> <div class="section" id="setup-environment"> <span id="dlc-then-ecs-setenv"></span><h2><a class="toc-backref" href="#id2">Setup Environment</a><a class="headerlink" href="#setup-environment" title="Permalink to this headline">#</a></h2> <ol class="arabic"> <li><dl class="simple"> <dt>Set up an Amazon ECS cluster:</dt><dd><p>Follow the instructions on <a class="reference external" href="https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-setting-up-ecs.html">Setting up Amazon ECS for Deep Learning Containers</a></p> </dd> </dl> </li> <li><dl> <dt>Define an Inference Task:</dt><dd><p>Use the instruction on the <a class="reference external" href="https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-tutorials-inference.html">DLC Inference on ECS Tutorial</a> to define a task and create a service for the appropriate framework.</p> <p>When creating tasks for inf1 instances on ECS, be aware of the considerations and requirements listed in <a class="reference external" href="https://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-inference.html">Working with inference workloads on Amazon ECS</a>.</p> </dd> </dl> </li> <li><p>Use the container image created using <a class="reference internal" href="tutorials/build-run-neuron-container.html#how-to-build-neuron-container"><span class="std std-ref">Tutorial How to Build and Run a Neuron Container</span></a> as the <code class="docutils literal notranslate"><span class="pre">image</span></code> in your task definition.</p> <div class="admonition note" id="push-to-ecr-note"> <p class="admonition-title">Note</p> <p>Before deploying your task definition to your ECS cluster, make sure to push the image to ECR. Refer to <a class="reference external" href="https://docs.aws.amazon.com/AmazonECR/latest/userguide/docker-push-ecr-image.html">Pushing a Docker image</a> for more information.</p> </div> </li> </ol> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="dlc-then-ec2-devflow.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Deploy Neuron Container on EC2</p> </div> </a> <a class="right-next" id="next-link" href="dlc-then-eks-devflow.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Deploy Neuron Container on Elastic Kubernetes Service (EKS)</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:06.967Z
Troubleshooting Neuron Containers — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/troubleshooting.html
# Troubleshooting Neuron Containers — AWS Neuron Documentation Toggle in-page Table of Contents Contents - [Neuron Device Not found](#neuron-device-not-found) - [Solution](#solution) - [Contiguous Device ID’s](#contiguous-device-id-s) - [Solution](#id1) ## Contents - [Neuron Device Not found](#neuron-device-not-found) - [Solution](#solution) - [Contiguous Device ID’s](#contiguous-device-id-s) - [Solution](#id1) _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Troubleshooting Neuron Containers[#](#troubleshooting-neuron-containers "Permalink to this headline") This document aims to provide more information on how to fix issues you might encounter while using the Neuron Containers. For each issue we will provide an explanation of what happened and what can potentially correct the issue. If your issue is not listed below or you have a more nuanced problem, contact us via [issues](https://github.com/aws/aws-neuron-sdk/issues) posted to this repo, the [AWS Neuron developer forum](https://forums.aws.amazon.com/forum.jspa?forumID=355), or through AWS support. Neuron Container includes the following Neuron Components. For issues relating to these components inside the container refer the individual component troubleshooting guides [Troubleshooting Guide](../general/troubleshooting.html#general-troubleshooting) - Neuron Runtime/Driver - Pytorch/Tenosrflow/MXNet frameworks - Libfabric/EFA The following are container specific issues ## Neuron Device Not found[#](#neuron-device-not-found "Permalink to this headline") The neuron container expects the neuron devices to be exposed to the container as referenced in [Devices](tutorials/build-run-neuron-container.html#container-devices). Please look at the container logs to see messages like below ``` 2022-Sep-08 17:55:23.0768 19:19 ERROR TDRV:tdrv_get_dev_info No neuron device available ``` If the above message is seen then devices are not exposed to container ### Solution[#](#solution "Permalink to this headline") - Refer [Devices](tutorials/build-run-neuron-container.html#container-devices) and make sure the devices are exposed to container - If specific cores are being used refer [Cores](tutorials/build-run-neuron-container.html#container-cores) and make sure the cores are exposed to container - In kubernetes environment refer k8s-specify-devices or k8s-specify-cores to make sure neuron devices/cores are there in pods container spec ## Contiguous Device ID’s[#](#contiguous-device-id-s "Permalink to this headline") Neuron runtime expects the inferentia/trainium device id’s to be contigious. If the device id’s are not contiguous you might see error messages like below ``` 2022-Sep-08 21:52:11.0307 7:7 ERROR TDRV:tdrv_init_mla_phase1 Could not open the nd1 ``` ``` 2022-Sep-08 23:00:05.0667 8:8 ERROR NRT:nrt_allocate_neuron_cores Neuron cores are not contiguous ``` ### Solution[#](#id1 "Permalink to this headline") - In the docker run command make sure the devices specified using –device are all contiguous - If oci neuron hook is used and the env variable AWS\_NEURON\_VISIBLE\_DEVICES is used then make sure the devices specified are all contiguous \* In kubernetes environment with just the neuron device plugin running there is no guarantee that the devices allocated will be contiguous. Make sure to run the neuron scheduler extension as specified in neuron-k8-scheduler-ext _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Troubleshooting Neuron Containers — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Neuron Containers Release Notes" href="../release-notes/containers/neuron-containers.html"> <link rel="prev" title="Neuron Containers FAQ" href="faq.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/troubleshooting", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l3 current active"> <a class="current reference internal" href="#"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/troubleshooting.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/troubleshooting.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/containers/troubleshooting.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-device-not-found"> Neuron Device Not found </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#solution"> Solution </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#contiguous-device-id-s"> Contiguous Device ID’s </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#id1"> Solution </a> </li> </ul> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Troubleshooting Neuron Containers</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-device-not-found"> Neuron Device Not found </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#solution"> Solution </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#contiguous-device-id-s"> Contiguous Device ID’s </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#id1"> Solution </a> </li> </ul> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="troubleshooting-neuron-containers"> <span id="container-troubleshooting"></span><h1>Troubleshooting Neuron Containers<a class="headerlink" href="#troubleshooting-neuron-containers" title="Permalink to this headline">#</a></h1> <p>This document aims to provide more information on how to fix issues you might encounter while using the Neuron Containers. For each issue we will provide an explanation of what happened and what can potentially correct the issue.</p> <p>If your issue is not listed below or you have a more nuanced problem, contact us via <a class="reference external" href="https://github.com/aws/aws-neuron-sdk/issues">issues</a> posted to this repo, the <a class="reference external" href="https://forums.aws.amazon.com/forum.jspa?forumID=355">AWS Neuron developer forum</a>, or through AWS support.</p> <p>Neuron Container includes the following Neuron Components. For issues relating to these components inside the container refer the individual component troubleshooting guides <a class="reference internal" href="../general/troubleshooting.html#general-troubleshooting"><span class="std std-ref">Troubleshooting Guide</span></a></p> <ul class="simple"> <li><p>Neuron Runtime/Driver</p></li> <li><p>Pytorch/Tenosrflow/MXNet frameworks</p></li> <li><p>Libfabric/EFA</p></li> </ul> <p>The following are container specific issues</p> <div class="section" id="neuron-device-not-found"> <h2>Neuron Device Not found<a class="headerlink" href="#neuron-device-not-found" title="Permalink to this headline">#</a></h2> <p>The neuron container expects the neuron devices to be exposed to the container as referenced in <a class="reference internal" href="tutorials/build-run-neuron-container.html#container-devices"><span class="std std-ref">Devices</span></a>.</p> <p>Please look at the container logs to see messages like below</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">2022</span><span class="o">-</span><span class="n">Sep</span><span class="o">-</span><span class="mi">08</span> <span class="mi">17</span><span class="p">:</span><span class="mi">55</span><span class="p">:</span><span class="mf">23.0768</span> <span class="mi">19</span><span class="p">:</span><span class="mi">19</span> <span class="n">ERROR</span> <span class="n">TDRV</span><span class="p">:</span><span class="n">tdrv_get_dev_info</span> <span class="n">No</span> <span class="n">neuron</span> <span class="n">device</span> <span class="n">available</span> </pre></div> </div> <p>If the above message is seen then devices are not exposed to container</p> <div class="section" id="solution"> <h3>Solution<a class="headerlink" href="#solution" title="Permalink to this headline">#</a></h3> <ul class="simple"> <li><p>Refer <a class="reference internal" href="tutorials/build-run-neuron-container.html#container-devices"><span class="std std-ref">Devices</span></a> and make sure the devices are exposed to container</p></li> <li><p>If specific cores are being used refer <a class="reference internal" href="tutorials/build-run-neuron-container.html#container-cores"><span class="std std-ref">Cores</span></a> and make sure the cores are exposed to container</p></li> <li><p>In kubernetes environment refer <span class="xref std std-ref">k8s-specify-devices</span> or <span class="xref std std-ref">k8s-specify-cores</span> to make sure neuron devices/cores are there in pods container spec</p></li> </ul> </div> </div> <div class="section" id="contiguous-device-id-s"> <h2>Contiguous Device ID’s<a class="headerlink" href="#contiguous-device-id-s" title="Permalink to this headline">#</a></h2> <p>Neuron runtime expects the inferentia/trainium device id’s to be contigious. If the device id’s are not contiguous you might see error messages like below</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">2022</span><span class="o">-</span><span class="n">Sep</span><span class="o">-</span><span class="mi">08</span> <span class="mi">21</span><span class="p">:</span><span class="mi">52</span><span class="p">:</span><span class="mf">11.0307</span> <span class="mi">7</span><span class="p">:</span><span class="mi">7</span> <span class="n">ERROR</span> <span class="n">TDRV</span><span class="p">:</span><span class="n">tdrv_init_mla_phase1</span> <span class="n">Could</span> <span class="ow">not</span> <span class="nb">open</span> <span class="n">the</span> <span class="n">nd1</span> </pre></div> </div> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">2022</span><span class="o">-</span><span class="n">Sep</span><span class="o">-</span><span class="mi">08</span> <span class="mi">23</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mf">05.0667</span> <span class="mi">8</span><span class="p">:</span><span class="mi">8</span> <span class="n">ERROR</span> <span class="n">NRT</span><span class="p">:</span><span class="n">nrt_allocate_neuron_cores</span> <span class="n">Neuron</span> <span class="n">cores</span> <span class="n">are</span> <span class="ow">not</span> <span class="n">contiguous</span> </pre></div> </div> <div class="section" id="id1"> <h3>Solution<a class="headerlink" href="#id1" title="Permalink to this headline">#</a></h3> <ul class="simple"> <li><p>In the docker run command make sure the devices specified using –device are all contiguous</p></li> <li><p>If oci neuron hook is used and the env variable AWS_NEURON_VISIBLE_DEVICES is used then make sure the</p></li> </ul> <p>devices specified are all contiguous * In kubernetes environment with just the neuron device plugin running there is no guarantee that the devices allocated will be contiguous. Make sure to run the neuron scheduler extension as specified in <span class="xref std std-ref">neuron-k8-scheduler-ext</span></p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="faq.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Neuron Containers FAQ</p> </div> </a> <a class="right-next" id="next-link" href="../release-notes/containers/neuron-containers.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Neuron Containers Release Notes</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:07.076Z
Deploy Neuron Container on Elastic Kubernetes Service (EKS) — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/dlc-then-eks-devflow.html
# Deploy Neuron Container on Elastic Kubernetes Service (EKS) — AWS Neuron Documentation ## [Description](#id2)[#](#description "Permalink to this headline") [![Neuron developer flow for DLC on ECS](../_images/dlc-on-eks-dev-flow.png)](../_images/dlc-on-eks-dev-flow.png) You can use the Neuron version of the [AWS Deep Learning Containers](https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-tutorials-inference.html) to run inference on Amazon Elastic Kubernetes Service (EKS). In this developer flow, you set up an EKS cluster with Inf1 instances, create a Kubernetes manifest for your inference service and deploy it to your cluster. This developer flow assumes: 1. The model has already been compiled through [Compilation with Framework API on EC2 instance](../general/devflows/inference/ec2-then-ec2-devflow.html#ec2-then-ec2-devflow) or through [Compilation with Sagemaker Neo](../general/devflows/inference/neo-then-hosting-devflow.html#neo-then-hosting-devflow). 2. You already set up your container to retrieve it from storage.
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Deploy Neuron Container on Elastic Kubernetes Service (EKS) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Bring Your Own Neuron Container to Sagemaker Hosting (inf1)" href="container-sm-hosting-devflow.html"> <link rel="prev" title="Deploy Neuron Container on Elastic Container Service (ECS)" href="dlc-then-ecs-devflow.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "containers/dlc-then-eks-devflow", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3 current active"> <a class="current reference internal" href="#"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="developerflows.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/containers/dlc-then-eks-devflow.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/dlc-then-eks-devflow.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/containers/dlc-then-eks-devflow.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/containers/dlc-then-eks-devflow.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/containers/dlc-then-eks-devflow.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/containers/dlc-then-eks-devflow.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/containers/dlc-then-eks-devflow.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/containers/dlc-then-eks-devflow.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/containers/dlc-then-eks-devflow.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/containers/dlc-then-eks-devflow.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/containers/dlc-then-eks-devflow.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/containers/dlc-then-eks-devflow.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/containers/dlc-then-eks-devflow.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/containers/dlc-then-eks-devflow.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/containers/dlc-then-eks-devflow.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/containers/dlc-then-eks-devflow.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/containers/dlc-then-eks-devflow.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/containers/dlc-then-eks-devflow.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/containers/dlc-then-eks-devflow.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/containers/dlc-then-eks-devflow.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/containers/dlc-then-eks-devflow.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/containers/dlc-then-eks-devflow.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/containers/dlc-then-eks-devflow.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/containers/dlc-then-eks-devflow.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/containers/dlc-then-eks-devflow.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/containers/dlc-then-eks-devflow.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/containers/dlc-then-eks-devflow.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/containers/dlc-then-eks-devflow.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/containers/dlc-then-eks-devflow.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/containers/dlc-then-eks-devflow.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//containers/dlc-then-eks-devflow.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fcontainers/dlc-then-eks-devflow.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/containers/dlc-then-eks-devflow.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/containers/dlc-then-eks-devflow.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#self-managed-kubernetes"> Self-managed Kubernetes </a> </li> </ul> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Deploy Neuron Container on Elastic Kubernetes Service (EKS)</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#self-managed-kubernetes"> Self-managed Kubernetes </a> </li> </ul> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="deploy-neuron-container-on-elastic-kubernetes-service-eks"> <span id="dlc-then-eks-devflow"></span><span id="containers-dlc-then-eks-devflow"></span><h1>Deploy Neuron Container on Elastic Kubernetes Service (EKS)<a class="headerlink" href="#deploy-neuron-container-on-elastic-kubernetes-service-eks" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#description" id="id2">Description</a></p></li> <li><p><a class="reference internal" href="#setup-environment" id="id3">Setup Environment</a></p> <ul> <li><p><a class="reference internal" href="#self-managed-kubernetes" id="id4">Self-managed Kubernetes</a></p></li> </ul> </li> </ul> </div> <div class="section" id="description"> <h2><a class="toc-backref" href="#id2">Description</a><a class="headerlink" href="#description" title="Permalink to this headline">#</a></h2> <p><a class="reference internal" href="../_images/dlc-on-eks-dev-flow.png"><img alt="Neuron developer flow for DLC on ECS" class="align-middle" src="../_images/dlc-on-eks-dev-flow.png" style="width: 750px;"></a></p> <p>You can use the Neuron version of the <a class="reference external" href="https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-tutorials-inference.html">AWS Deep Learning Containers</a> to run inference on Amazon Elastic Kubernetes Service (EKS). In this developer flow, you set up an EKS cluster with Inf1 instances, create a Kubernetes manifest for your inference service and deploy it to your cluster. This developer flow assumes:</p> <ol class="arabic simple"> <li><p>The model has already been compiled through <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow.html#ec2-then-ec2-devflow"><span class="std std-ref">Compilation with Framework API on EC2 instance</span></a> or through <a class="reference internal" href="../general/devflows/inference/neo-then-hosting-devflow.html#neo-then-hosting-devflow"><span class="std std-ref">Compilation with Sagemaker Neo</span></a>.</p></li> <li><p>You already set up your container to retrieve it from storage.</p></li> </ol> </div> <div class="section" id="setup-environment"> <span id="dlc-then-eks-setenv"></span><h2><a class="toc-backref" href="#id3">Setup Environment</a><a class="headerlink" href="#setup-environment" title="Permalink to this headline">#</a></h2> <ol class="arabic"> <li><dl> <dt>Install pre-requisits:</dt><dd><p>Follow <a class="reference external" href="https://docs.aws.amazon.com/eks/latest/userguide/eksctl.html">these instruction</a> to install or upgrade the <em>eksctl</em> command line utility on your local computer.</p> <p>Follow <a class="reference external" href="https://docs.aws.amazon.com/eks/latest/userguide/install-kubectl.html">these instruction</a> to install <em>kubectl</em> in the same computer. <em>kubectl</em> is a command line tool for working with Kubernetes clusters.</p> </dd> </dl> </li> <li><p>Follow the instructions in this <a class="reference external" href="https://docs.aws.amazon.com/eks/latest/userguide/inferentia-support.html">EKS documentation link</a> to set up AWS Inferentia on your EKS cluster. Using the YML deployment manifest shown <a class="reference external" href="https://docs.aws.amazon.com/eks/latest/userguide/inferentia-support.html#deploy-tensorflow-serving-application">in the same link</a>, replace the <cite>image</cite> in the <cite>containers</cite> specification with the one you built using <a class="reference internal" href="tutorials/build-run-neuron-container.html#how-to-build-neuron-container"><span class="std std-ref">Tutorial How to Build and Run a Neuron Container</span></a> above.</p> <div class="admonition note"> <p class="admonition-title">Note</p> <p>Before deploying your task definition to your EKS cluster, make sure to push the image to ECR. Refer to <a class="reference external" href="https://docs.aws.amazon.com/AmazonECR/latest/userguide/docker-push-ecr-image.html">Pushing a Docker image</a> for more information.</p> </div> </li> </ol> <div class="section" id="self-managed-kubernetes"> <h3><a class="toc-backref" href="#id4">Self-managed Kubernetes</a><a class="headerlink" href="#self-managed-kubernetes" title="Permalink to this headline">#</a></h3> <p>Please refer to <a class="reference internal" href="tutorials/k8s-setup.html#tutorial-k8s-env-setup-for-neuron"><span class="std std-ref">Kubernetes environment setup for Neuron</span></a>. In <a class="reference internal" href="tutorials/inference/k8s_rn50_demo.html#example-deploy-rn50-as-k8s-service"><span class="std std-ref">Deploy a TensorFlow Resnet50 model as a Kubernetes service</span></a>, the container image referenced in the YML manifest is created using <a class="reference internal" href="tutorials/build-run-neuron-container.html#how-to-build-neuron-container"><span class="std std-ref">Tutorial How to Build and Run a Neuron Container</span></a>.</p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="dlc-then-ecs-devflow.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Deploy Neuron Container on Elastic Container Service (ECS)</p> </div> </a> <a class="right-next" id="next-link" href="container-sm-hosting-devflow.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Bring Your Own Neuron Container to Sagemaker Hosting (inf1)</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:07.360Z
Developer Flows — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/index.html
# Developer Flows — AWS Neuron Documentation ## Developer Flows[#](#developer-flows "Permalink to this headline") Neuron can be used in a wide selection of development flows. Each flow has its own starting point and requirements which are required to enable deep learning acceleration with AWS Neuron. Training Note Amazon EKS support is coming soon. > Training > > Note > > Amazon ECS supports Trn1. > > An example of how to train a model with Neuron using ECS is coming soon. Inference Note AWS ParallelCluster support is coming soon. Inference Note AWS Batch supports Inf1. An example of how to deploy a model with Neuron using Batch is coming soon. Training Note AWS Batch support is coming soon. _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Developer Flows — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="AWS EC2" href="ec2-flows.html"> <link rel="prev" title="Neuron K8 Release Notes" href="../../release-notes/containers/neuron-k8.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/index", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="current reference internal" href="#"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/index.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/index.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/general/devflows/index.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Developer Flows</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="developer-flows"> <span id="neuron-devflows"></span><h1>Developer Flows<a class="headerlink" href="#developer-flows" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <p>Neuron can be used in a wide selection of development flows. Each flow has its own starting point and requirements which are required to enable deep learning acceleration with AWS Neuron.</p> <div class="sd-container-fluid sd-sphinx-override sd-mb-4 docutils"> <div class="sd-row sd-row-cols-2 sd-row-cols-xs-2 sd-row-cols-sm-2 sd-row-cols-md-2 sd-row-cols-lg-2 docutils"> <details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-med"> Deploy Containers with Neuron<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-med"> AWS EC2<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-0"> Inference</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p class="sd-card-text"><a class="reference internal" href="inference/ec2-then-ec2-devflow.html#ec2-then-ec2-devflow"><span class="std std-ref">Compile with Framework API and Deploy on EC2 Inf1</span></a></p></li> <li><p class="sd-card-text"><a class="reference internal" href="inference/ec2-then-ec2-devflow-inf2.html#ec2-then-ec2-devflow-inf2"><span class="std std-ref">Compile with Framework API and Deploy on EC2 Inf2</span></a></p></li> </ul> </div> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio"> <label class="sd-tab-label" for="sd-tab-item-1"> Training</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p class="sd-card-text"><a class="reference internal" href="training/ec2/ec2-training.html#ec2-training"><span class="std std-ref">Train your model on EC2</span></a></p></li> </ul> </div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-med"> Amazon EKS<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-2" name="sd-tab-set-2" type="radio"> <label class="sd-tab-label" for="sd-tab-item-2"> Inference</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p class="sd-card-text"><a class="reference internal" href="inference/dlc-then-eks-devflow.html#dlc-then-eks-devflow"><span class="std std-ref">Deploy Neuron Container on Elastic Kubernetes Service (EKS)</span></a></p></li> </ul> </div> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-3" name="sd-tab-set-3" type="radio"> <label class="sd-tab-label" for="sd-tab-item-3"> Training</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p class="sd-card-text">Amazon EKS support is coming soon.</p> </div> </div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-med"> Amazon ECS<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <blockquote> <div><div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-4" name="sd-tab-set-4" type="radio"> <label class="sd-tab-label" for="sd-tab-item-4"> Inference</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p class="sd-card-text"><a class="reference internal" href="inference/dlc-then-ecs-devflow.html#dlc-then-ecs-devflow"><span class="std std-ref">Deploy Neuron Container on Elastic Container Service (ECS)</span></a></p></li> </ul> </div> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-5" name="sd-tab-set-5" type="radio"> <label class="sd-tab-label" for="sd-tab-item-5"> Training</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p class="sd-card-text">Amazon ECS supports Trn1.</p> <p class="sd-card-text">An example of how to train a model with Neuron using ECS is coming soon.</p> </div> </div> </div> </div></blockquote> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-med"> AWS Sagemaker<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-6" name="sd-tab-set-6" type="radio"> <label class="sd-tab-label" for="sd-tab-item-6"> Inference</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p class="sd-card-text"><a class="reference internal" href="inference/byoc-hosting-devflow-inf2.html#byoc-hosting-devflow-inf2"><span class="std std-ref">Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)</span></a></p></li> <li><p class="sd-card-text"><a class="reference internal" href="inference/byoc-hosting-devflow.html#byoc-hosting-devflow"><span class="std std-ref">Bring Your Own Neuron Container to Sagemaker Hosting (inf1)</span></a></p></li> <li><p class="sd-card-text"><a class="reference internal" href="inference/neo-then-hosting-devflow.html#neo-then-hosting-devflow"><span class="std std-ref">Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)</span></a></p></li> <li><p class="sd-card-text"><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">AWS Neuron Sagemaker Samples GitHub Repository</a></p></li> </ul> </div> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-7" name="sd-tab-set-7" type="radio"> <label class="sd-tab-label" for="sd-tab-item-7"> Training</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p class="sd-card-text"><a class="reference internal" href="training/sm-devflow/sm-training-devflow.html#sm-training-devflow"><span class="std std-ref">Train your model on SageMaker</span></a></p></li> <li><p class="sd-card-text"><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">AWS Neuron Sagemaker Samples GitHub Repository</a></p></li> </ul> </div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-med"> AWS ParallelCluster<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-8" name="sd-tab-set-8" type="radio"> <label class="sd-tab-label" for="sd-tab-item-8"> Training</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p class="sd-card-text"><a class="reference internal" href="training/parallelcluster/parallelcluster-training.html#parallelcluster-training"><span class="std std-ref">Train your model on ParallelCluster</span></a></p></li> </ul> </div> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-9" name="sd-tab-set-9" type="radio"> <label class="sd-tab-label" for="sd-tab-item-9"> Inference</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p class="sd-card-text">AWS ParallelCluster support is coming soon.</p> </div> </div> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-med"> AWS Batch<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-10" name="sd-tab-set-10" type="radio"> <label class="sd-tab-label" for="sd-tab-item-10"> Inference</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p class="sd-card-text">AWS Batch supports Inf1.</p> <p class="sd-card-text">An example of how to deploy a model with Neuron using Batch is coming soon.</p> </div> </div> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-11" name="sd-tab-set-11" type="radio"> <label class="sd-tab-label" for="sd-tab-item-11"> Training</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p class="sd-card-text">AWS Batch support is coming soon.</p> </div> </div> </div> </div> </details></div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../../release-notes/containers/neuron-k8.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Neuron K8 Release Notes</p> </div> </a> <a class="right-next" id="next-link" href="ec2-flows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">AWS EC2</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:07.434Z
Neuron Containers Release Notes — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/containers/neuron-containers.html
# Neuron Containers Release Notes — AWS Neuron Documentation Toggle in-page Table of Contents Contents - [Neuron 2.5.0](#neuron-2-5-0) - [Neuron 2.4.0](#neuron-2-4-0) - [Neuron 2.3.0](#neuron-2-3-0) - [Neuron 1.19.0](#neuron-1-19-0) - [Neuron 1.16.0](#neuron-1-16-0) - [New in this release](#new-in-this-release) ## Contents - [Neuron 2.5.0](#neuron-2-5-0) - [Neuron 2.4.0](#neuron-2-4-0) - [Neuron 2.3.0](#neuron-2-3-0) - [Neuron 1.19.0](#neuron-1-19-0) - [Neuron 1.16.0](#neuron-1-16-0) - [New in this release](#new-in-this-release) _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Neuron Containers Release Notes[#](#neuron-containers-release-notes "Permalink to this headline") Table of contents - [Neuron 2.5.0](#neuron-2-5-0) - [Neuron 2.4.0](#neuron-2-4-0) - [Neuron 2.3.0](#neuron-2-3-0) - [Neuron 1.19.0](#neuron-1-19-0) - [Neuron 1.16.0](#neuron-1-16-0) ## [Neuron 2.4.0](#id3)[#](#neuron-2-4-0 "Permalink to this headline") Date: 10/27/2022 - Neuron now supports Kubernetes work scheduling at the level of NeuronCore. Updates on how to use the new core allocation method is captured in the Kubernetes documentation on this site. ## [Neuron 2.3.0](#id4)[#](#neuron-2-3-0 "Permalink to this headline") Date: 10/10/2022 - Now supporting TRN1 and INF1 EC2 instance types as part of Neuron. There is an optional aws-neuronx-oci-hooks package users may install for conveince that supports use of the AWS\_NEURON\_VISIBLE\_DEVICES environment variable when launching containers. New DLC containers will be coming soon in support of training workloads on TRN1. ## [Neuron 1.19.0](#id5)[#](#neuron-1-19-0 "Permalink to this headline") Date: 04/29/2022 - Neuron Kubernetes device driver plugin now can figure out communication with the Neuron driver without the _oci hooks_. Starting with _Neuron 1.19.0_ release, installing `aws-neuron-runtime-base` and `oci-add-hooks` are no longer a requirement for Neuron Kubernetes device driver plugin. ## [Neuron 1.16.0](#id6)[#](#neuron-1-16-0 "Permalink to this headline") Date: 10/27/2021 ### New in this release[#](#new-in-this-release "Permalink to this headline") - Starting with Neuron 1.16.0, use of Neuron ML Frameworks now comes with an integrated Neuron Runtime as a library, as a result it is no longer needed to deploy `neuron-rtd`. Please visit neuron-containers for more information. - When using containers built with components from Neuron 1.16.0, or newer, please use `aws-neuron-dkms` version 2.1 or newer and the latest version of `aws-neuron-runtime-base`. Passing additional system capabilities is no longer required. _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Neuron Containers Release Notes — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="Neuron K8 Release Notes" href="neuron-k8.html"> <link rel="prev" title="Troubleshooting Neuron Containers" href="../../containers/troubleshooting.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "release-notes/containers/neuron-containers", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3 current active"> <a class="current reference internal" href="#"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../general/devflows/index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/containers/neuron-containers.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/containers/neuron-containers.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/release-notes/containers/neuron-containers.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/release-notes/containers/neuron-containers.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/release-notes/containers/neuron-containers.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/release-notes/containers/neuron-containers.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/release-notes/containers/neuron-containers.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/release-notes/containers/neuron-containers.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/release-notes/containers/neuron-containers.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/release-notes/containers/neuron-containers.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/release-notes/containers/neuron-containers.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/release-notes/containers/neuron-containers.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/release-notes/containers/neuron-containers.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/release-notes/containers/neuron-containers.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/release-notes/containers/neuron-containers.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/release-notes/containers/neuron-containers.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/release-notes/containers/neuron-containers.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/release-notes/containers/neuron-containers.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/release-notes/containers/neuron-containers.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/release-notes/containers/neuron-containers.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/release-notes/containers/neuron-containers.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/release-notes/containers/neuron-containers.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/release-notes/containers/neuron-containers.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/release-notes/containers/neuron-containers.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/release-notes/containers/neuron-containers.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/release-notes/containers/neuron-containers.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/release-notes/containers/neuron-containers.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/release-notes/containers/neuron-containers.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/release-notes/containers/neuron-containers.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/release-notes/containers/neuron-containers.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//release-notes/containers/neuron-containers.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Frelease-notes/containers/neuron-containers.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/release-notes/containers/neuron-containers.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/release-notes/containers/neuron-containers.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-2-5-0"> Neuron 2.5.0 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-2-4-0"> Neuron 2.4.0 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-2-3-0"> Neuron 2.3.0 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-1-19-0"> Neuron 1.19.0 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-1-16-0"> Neuron 1.16.0 </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#new-in-this-release"> New in this release </a> </li> </ul> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Neuron Containers Release Notes</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-2-5-0"> Neuron 2.5.0 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-2-4-0"> Neuron 2.4.0 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-2-3-0"> Neuron 2.3.0 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-1-19-0"> Neuron 1.19.0 </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-1-16-0"> Neuron 1.16.0 </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#new-in-this-release"> New in this release </a> </li> </ul> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="neuron-containers-release-notes"> <span id="id1"></span><h1>Neuron Containers Release Notes<a class="headerlink" href="#neuron-containers-release-notes" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#neuron-2-5-0" id="id2">Neuron 2.5.0</a></p></li> <li><p><a class="reference internal" href="#neuron-2-4-0" id="id3">Neuron 2.4.0</a></p></li> <li><p><a class="reference internal" href="#neuron-2-3-0" id="id4">Neuron 2.3.0</a></p></li> <li><p><a class="reference internal" href="#neuron-1-19-0" id="id5">Neuron 1.19.0</a></p></li> <li><p><a class="reference internal" href="#neuron-1-16-0" id="id6">Neuron 1.16.0</a></p></li> </ul> </div> <div class="section" id="neuron-2-5-0"> <h2><a class="toc-backref" href="#id2">Neuron 2.5.0</a><a class="headerlink" href="#neuron-2-5-0" title="Permalink to this headline">#</a></h2> <p>Date: 11/07/2022</p> <ul class="simple"> <li><p>Neuron now supports trn1-based training in Sagemaker and Deep Learning Containers using PyTorch. Find Neuron DLC containers here: <a class="reference external" href="https://github.com/aws/deep-learning-containers/blob/master/available_images.md#neuron-containers">https://github.com/aws/deep-learning-containers/blob/master/available_images.md#neuron-containers</a></p></li> </ul> </div> <div class="section" id="neuron-2-4-0"> <h2><a class="toc-backref" href="#id3">Neuron 2.4.0</a><a class="headerlink" href="#neuron-2-4-0" title="Permalink to this headline">#</a></h2> <p>Date: 10/27/2022</p> <ul class="simple"> <li><p>Neuron now supports Kubernetes work scheduling at the level of NeuronCore. Updates on how to use the new core allocation method is captured in the Kubernetes documentation on this site.</p></li> </ul> </div> <div class="section" id="neuron-2-3-0"> <h2><a class="toc-backref" href="#id4">Neuron 2.3.0</a><a class="headerlink" href="#neuron-2-3-0" title="Permalink to this headline">#</a></h2> <p>Date: 10/10/2022</p> <ul class="simple"> <li><p>Now supporting TRN1 and INF1 EC2 instance types as part of Neuron. There is an optional aws-neuronx-oci-hooks package users may install for conveince that supports use of the AWS_NEURON_VISIBLE_DEVICES environment variable when launching containers. New DLC containers will be coming soon in support of training workloads on TRN1.</p></li> </ul> </div> <div class="section" id="neuron-1-19-0"> <h2><a class="toc-backref" href="#id5">Neuron 1.19.0</a><a class="headerlink" href="#neuron-1-19-0" title="Permalink to this headline">#</a></h2> <p>Date: 04/29/2022</p> <ul class="simple"> <li><p>Neuron Kubernetes device driver plugin now can figure out communication with the Neuron driver without the <em>oci hooks</em>. Starting with <em>Neuron 1.19.0</em> release, installing <code class="docutils literal notranslate"><span class="pre">aws-neuron-runtime-base</span></code> and <code class="docutils literal notranslate"><span class="pre">oci-add-hooks</span></code> are no longer a requirement for Neuron Kubernetes device driver plugin.</p></li> </ul> </div> <div class="section" id="neuron-1-16-0"> <h2><a class="toc-backref" href="#id6">Neuron 1.16.0</a><a class="headerlink" href="#neuron-1-16-0" title="Permalink to this headline">#</a></h2> <p>Date: 10/27/2021</p> <div class="section" id="new-in-this-release"> <h3>New in this release<a class="headerlink" href="#new-in-this-release" title="Permalink to this headline">#</a></h3> <ul class="simple"> <li><p>Starting with Neuron 1.16.0, use of Neuron ML Frameworks now comes with an integrated Neuron Runtime as a library, as a result it is no longer needed to deploy <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code>. Please visit <span class="xref std std-ref">neuron-containers</span> for more information.</p></li> <li><p>When using containers built with components from Neuron 1.16.0, or newer, please use <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> version 2.1 or newer and the latest version of <code class="docutils literal notranslate"><span class="pre">aws-neuron-runtime-base</span></code>. Passing additional system capabilities is no longer required.</p></li> </ul> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../../containers/troubleshooting.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Troubleshooting Neuron Containers</p> </div> </a> <a class="right-next" id="next-link" href="neuron-k8.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Neuron K8 Release Notes</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:07.533Z
EC2 Flows - Inference — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/ec2-flows.html
# EC2 Flows - Inference — AWS Neuron Documentation next Compile with Framework API and Deploy on EC2 Inf1
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>EC2 Flows - Inference — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Compile with Framework API and Deploy on EC2 Inf1" href="ec2-then-ec2-devflow.html"> <link rel="prev" title="AWS EC2" href="../ec2-flows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/inference/ec2-flows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active has-children"> <a class="current reference internal" href="#"> Inference </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/inference/ec2-flows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/inference/ec2-flows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/inference/ec2-flows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>EC2 Flows - Inference</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="ec2-flows-inference"> <h1>EC2 Flows - Inference<a class="headerlink" href="#ec2-flows-inference" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <ul class="simple"> <li><p><a class="reference internal" href="ec2-then-ec2-devflow.html#ec2-then-ec2-devflow"><span class="std std-ref">Compile with Framework API and Deploy on EC2 Inf1</span></a></p></li> <li><p><a class="reference internal" href="ec2-then-ec2-devflow-inf2.html#ec2-then-ec2-devflow-inf2"><span class="std std-ref">Compile with Framework API and Deploy on EC2 Inf2</span></a></p></li> </ul> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../ec2-flows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">AWS EC2</p> </div> </a> <a class="right-next" id="next-link" href="ec2-then-ec2-devflow.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Compile with Framework API and Deploy on EC2 Inf1</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:07.831Z
AWS EC2 — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/ec2-flows.html
# AWS EC2 — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## AWS EC2[#](#aws-ec2 "Permalink to this headline") Inference - [Compile with Framework API and Deploy on EC2 Inf1](inference/ec2-then-ec2-devflow.html#ec2-then-ec2-devflow) - [Compile with Framework API and Deploy on EC2 Inf2](inference/ec2-then-ec2-devflow-inf2.html#ec2-then-ec2-devflow-inf2) Training - [Train your model on EC2](training/ec2/ec2-training.html#ec2-training) _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>AWS EC2 — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="EC2 Flows - Inference" href="inference/ec2-flows.html"> <link rel="prev" title="Developer Flows" href="index.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/ec2-flows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="current reference internal" href="#"> AWS EC2 </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/ec2-flows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/ec2-flows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/general/devflows/ec2-flows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>AWS EC2</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="aws-ec2"> <h1>AWS EC2<a class="headerlink" href="#aws-ec2" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-0"> Inference</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p><a class="reference internal" href="inference/ec2-then-ec2-devflow.html#ec2-then-ec2-devflow"><span class="std std-ref">Compile with Framework API and Deploy on EC2 Inf1</span></a></p></li> <li><p><a class="reference internal" href="inference/ec2-then-ec2-devflow-inf2.html#ec2-then-ec2-devflow-inf2"><span class="std std-ref">Compile with Framework API and Deploy on EC2 Inf2</span></a></p></li> </ul> </div> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio"> <label class="sd-tab-label" for="sd-tab-item-1"> Training</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p><a class="reference internal" href="training/ec2/ec2-training.html#ec2-training"><span class="std std-ref">Train your model on EC2</span></a></p></li> </ul> </div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="index.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Developer Flows</p> </div> </a> <a class="right-next" id="next-link" href="inference/ec2-flows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">EC2 Flows - Inference</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:08.151Z
EC2 Flows- Training — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/training/ec2-flows.html
# EC2 Flows- Training — AWS Neuron Documentation - [repository](https://github.com/aws-neuron/aws-neuron-sdk) - [open issue](https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/training/ec2-flows.html&body=Your%20issue%20content%20here.) - [suggest edit](https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/training/ec2-flows.rst) - [.rst](../../../_sources/general/devflows/training/ec2-flows.rst.txt) ## EC2 Flows- Training _This document is relevant for_: `Trn1`, `Trn1n` ## EC2 Flows- Training[#](#ec2-flows-training "Permalink to this headline") - [Train your model on EC2](ec2/ec2-training.html#ec2-training) _This document is relevant for_: `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>EC2 Flows- Training — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Train your model on EC2" href="ec2/ec2-training.html"> <link rel="prev" title="Compile with Framework API and Deploy on EC2 Inf2" href="../inference/ec2-then-ec2-devflow-inf2.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/training/ec2-flows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 current active has-children"> <a class="current reference internal" href="#"> Training </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/training/ec2-flows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/training/ec2-flows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/training/ec2-flows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>EC2 Flows- Training</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="ec2-flows-training"> <h1>EC2 Flows- Training<a class="headerlink" href="#ec2-flows-training" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <ul class="simple"> <li><p><a class="reference internal" href="ec2/ec2-training.html#ec2-training"><span class="std std-ref">Train your model on EC2</span></a></p></li> </ul> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../inference/ec2-then-ec2-devflow-inf2.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Compile with Framework API and Deploy on EC2 Inf2</p> </div> </a> <a class="right-next" id="next-link" href="ec2/ec2-training.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Train your model on EC2</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:08.617Z
Train your model on EC2 — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/training/ec2/ec2-training.html
# Train your model on EC2 — AWS Neuron Documentation _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## Train your model on EC2[#](#train-your-model-on-ec2 "Permalink to this headline") Table of Contents - [Description](#description) - [Setup Environment](#setup-environment) - [1\. Launch an Trn1 Instance](#launch-an-trn1-instance) - [2\. Set up a development environment](#set-up-a-development-environment) - [Enable PyTorch-Neuron](#enable-pytorch-neuron) - [3\. Set up Jupyter notebook](#set-up-jupyter-notebook) ## [Description](#id1)[#](#description "Permalink to this headline") [![Neuron developer flow on EC2](../../../../_images/trn1-on-ec2-dev-flow.png)](../../../../_images/trn1-on-ec2-dev-flow.png) You can use a single Trn1 instance as a development environment to compile and train Neuron models. In this developer flow, you provision an EC2 Trn1 instance using a Deep Learming AMI (DLAMI) and execute the two steps of the development flow in the same instance. The DLAMI comes pre-packaged with the Neuron frameworks, compiler, and required runtimes to complete the flow. Development happens through Jupyter Notebooks or using a secure shell (ssh) connection in terminal. Follow the steps bellow to setup your environment. ## [Setup Environment](#id2)[#](#setup-environment "Permalink to this headline") ### [1\. Launch an Trn1 Instance](#id3)[#](#launch-an-trn1-instance "Permalink to this headline") > - Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to Launch an Trn1 instance, when choosing the instance type at the EC2 console. Please make sure to select the correct instance type. To get more information about Trn1 instances sizes and pricing see [Trn1 web page](https://aws.amazon.com/ec2/instance-types/trn1/). > > - Select your Amazon Machine Image (AMI) of choice, please note that Neuron support Ubuntu 18 AMI or Amazon Linux 2 AMI, you can also choose Ubuntu 18 or Amazon Linux 2 Deep Learning AMI (DLAMI) > > - When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB. > > - After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-connect-to-instance-linux) to connect to the instance > > > Note > > If you are facing a connectivity issue during the model loading process on a Trn1 instance with Ubuntu, that could probably be because of Ubuntu limitations with multiple interfaces. To solve this problem, please follow the steps mentioned [here](../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html#trn1-ubuntu-troubleshooting). > > Users are highly encouraged to use DLAMI to launch the instances, since DLAMIs come with the required fix. ### [2\. Set up a development environment](#id4)[#](#set-up-a-development-environment "Permalink to this headline") #### [Enable PyTorch-Neuron](#id5)[#](#enable-pytorch-neuron "Permalink to this headline") > PyTorch 1.11.0 > > Ubuntu 20 AMI > > Note > > - Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI. > > - When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB. > > > ``` > # Configure Linux for Neuron repository updates > . /etc/os-release > > sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF > deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main > EOF > wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add - > > # Update OS packages > sudo apt-get update -y > > # Install git > sudo apt-get install git -y > > > # Install OS headers > sudo apt-get install linux-headers-$(uname -r) -y > > # Remove preinstalled packages and Install Neuron Driver and Runtime > sudo apt-get remove aws-neuron-dkms -y > sudo apt-get remove aws-neuronx-dkms -y > sudo apt-get remove aws-neuronx-oci-hook -y > sudo apt-get remove aws-neuronx-runtime-lib -y > sudo apt-get remove aws-neuronx-collectives -y > sudo apt-get install aws-neuronx-dkms=2.* -y > sudo apt-get install aws-neuronx-oci-hook=2.* -y > sudo apt-get install aws-neuronx-runtime-lib=2.* -y > sudo apt-get install aws-neuronx-collectives=2.* -y > > # Install EFA Driver(only required for multiinstance training) > > curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz > wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key > cat aws-efa-installer.key | gpg --fingerprint > wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig > > tar -xvf aws-efa-installer-latest.tar.gz > cd aws-efa-installer && sudo bash efa_installer.sh --yes > cd > sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer > > # Remove pre-installed package and Install Neuron Tools > sudo apt-get remove aws-neuron-tools -y > sudo apt-get remove aws-neuronx-tools -y > sudo apt-get install aws-neuronx-tools=2.* -y > > export PATH=/opt/aws/neuron/bin:$PATH > > # Install Python venv and activate Python virtual environment to install > # Neuron pip packages. > sudo apt install python3.8-venv > python3.8 -m venv aws_neuron_venv_pytorch > source aws_neuron_venv_pytorch/bin/activate > pip install -U pip > > # Install wget, awscli > pip install wget > pip install awscli > > # Install packages from repos > python -m pip config set global.extra-index-url "https://pip.repos.neuron.amazonaws.com" > > # Install Python packages - Transformers package is needed for BERT > python -m pip install torch-neuronx=="1.11.0.1.*" "neuronx-cc==2.*" > > ``` > > Amazon Linux 2 AMI > > Note > > - Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI. > > - When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB. > > > ``` > # Configure Linux for Neuron repository updates > > sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF > [neuron] > name=Neuron YUM Repository > baseurl=https://yum.repos.neuron.amazonaws.com > enabled=1 > metadata_expire=0 > EOF > sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB > > # Install OS headers > sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y > > # Update OS packages > sudo yum update -y > > # Install git > sudo yum install git -y > > # Remove preinstalled packages and Install Neuron Driver and Runtime > sudo yum remove aws-neuron-dkms -y > sudo yum remove aws-neuronx-dkms -y > sudo yum remove aws-neuronx-oci-hook -y > sudo yum remove aws-neuronx-runtime-lib -y > sudo yum remove aws-neuronx-collectives -y > sudo yum install aws-neuronx-dkms-2.* -y > sudo yum install aws-neuronx-oci-hook-2.* -y > sudo yum install aws-neuronx-runtime-lib-2.* -y > sudo yum install aws-neuronx-collectives-2.* -y > > # Install EFA Driver(only required for multiinstance training) > curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz > wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key > cat aws-efa-installer.key | gpg --fingerprint > wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig > tar -xvf aws-efa-installer-latest.tar.gz > cd aws-efa-installer && sudo bash efa_installer.sh --yes > cd > sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer > > # Remove pre-installed package and Install Neuron Tools > sudo yum remove aws-neuron-tools -y > sudo yum remove aws-neuronx-tools -y > sudo yum install aws-neuronx-tools-2.* -y > > export PATH=/opt/aws/neuron/bin:$PATH > > # Install Python venv and activate Python virtual environment to install > # Neuron pip packages. > python3.7 -m venv aws_neuron_venv_pytorch > source aws_neuron_venv_pytorch/bin/activate > python -m pip install -U pip > > # Install wget, awscli > pip install wget > pip install awscli > > # Install packages from repos > python -m pip config set global.extra-index-url "https://pip.repos.neuron.amazonaws.com" > > # Install Python packages - Transformers package is needed for BERT > python -m pip install torch-neuronx=="1.11.0.1.*" "neuronx-cc==2.*" > > ```
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Train your model on EC2 — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css"> <link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script> <script src="../../../../_static/jquery.js"></script> <script src="../../../../_static/underscore.js"></script> <script src="../../../../_static/doctools.js"></script> <script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../../_static/contentui.js"></script> <script src="../../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../../genindex.html"> <link rel="search" title="Search" href="../../../../search.html"> <link rel="next" title="Amazon EKS" href="../../eks-flows.html"> <link rel="prev" title="EC2 Flows- Training" href="../ec2-flows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/training/ec2/ec2-training", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script type="text/javascript" src="/_/static/vendor/jquery.js"></script><script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../../ec2-flows.html"> AWS EC2 </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="../ec2-flows.html"> Training </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/training/ec2/ec2-training.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/training/ec2/ec2-training.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../../_sources/general/devflows/training/ec2/ec2-training.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#launch-an-trn1-instance"> 1. Launch an Trn1 Instance </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#set-up-a-development-environment"> 2. Set up a development environment </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#enable-pytorch-neuron"> Enable PyTorch-Neuron </a> </li> </ul> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#set-up-jupyter-notebook"> 3. Set up Jupyter notebook </a> </li> </ul> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Train your model on EC2</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#launch-an-trn1-instance"> 1. Launch an Trn1 Instance </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#set-up-a-development-environment"> 2. Set up a development environment </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#enable-pytorch-neuron"> Enable PyTorch-Neuron </a> </li> </ul> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#set-up-jupyter-notebook"> 3. Set up Jupyter notebook </a> </li> </ul> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="train-your-model-on-ec2"> <span id="ec2-training"></span><h1>Train your model on EC2<a class="headerlink" href="#train-your-model-on-ec2" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#description" id="id1">Description</a></p></li> <li><p><a class="reference internal" href="#setup-environment" id="id2">Setup Environment</a></p> <ul> <li><p><a class="reference internal" href="#launch-an-trn1-instance" id="id3">1. Launch an Trn1 Instance</a></p></li> <li><p><a class="reference internal" href="#set-up-a-development-environment" id="id4">2. Set up a development environment</a></p> <ul> <li><p><a class="reference internal" href="#enable-pytorch-neuron" id="id5">Enable PyTorch-Neuron</a></p></li> </ul> </li> <li><p><a class="reference internal" href="#set-up-jupyter-notebook" id="id6">3. Set up Jupyter notebook</a></p></li> </ul> </li> </ul> </div> <div class="section" id="description"> <h2><a class="toc-backref" href="#id1">Description</a><a class="headerlink" href="#description" title="Permalink to this headline">#</a></h2> <p><a class="reference internal" href="../../../../_images/trn1-on-ec2-dev-flow.png"><img alt="Neuron developer flow on EC2" class="align-middle" src="../../../../_images/trn1-on-ec2-dev-flow.png" style="width: 500px;"></a></p> <p>You can use a single Trn1 instance as a development environment to compile and train Neuron models. In this developer flow, you provision an EC2 Trn1 instance using a Deep Learming AMI (DLAMI) and execute the two steps of the development flow in the same instance. The DLAMI comes pre-packaged with the Neuron frameworks, compiler, and required runtimes to complete the flow. Development happens through Jupyter Notebooks or using a secure shell (ssh) connection in terminal. Follow the steps bellow to setup your environment.</p> </div> <div class="section" id="setup-environment"> <h2><a class="toc-backref" href="#id2">Setup Environment</a><a class="headerlink" href="#setup-environment" title="Permalink to this headline">#</a></h2> <div class="section" id="launch-an-trn1-instance"> <h3><a class="toc-backref" href="#id3">1. Launch an Trn1 Instance</a><a class="headerlink" href="#launch-an-trn1-instance" title="Permalink to this headline">#</a></h3> <blockquote> <div><ul class="simple"> <li><p>Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to Launch an Trn1 instance, when choosing the instance type at the EC2 console. Please make sure to select the correct instance type. To get more information about Trn1 instances sizes and pricing see <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/trn1/">Trn1 web page</a>.</p></li> <li><p>Select your Amazon Machine Image (AMI) of choice, please note that Neuron support Ubuntu 18 AMI or Amazon Linux 2 AMI, you can also choose Ubuntu 18 or Amazon Linux 2 Deep Learning AMI (DLAMI)</p></li> <li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li> <li><p>After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-connect-to-instance-linux">Connect to your instance</a> to connect to the instance</p></li> </ul> <div class="admonition note"> <p class="admonition-title">Note</p> <p>If you are facing a connectivity issue during the model loading process on a Trn1 instance with Ubuntu, that could probably be because of Ubuntu limitations with multiple interfaces. To solve this problem, please follow the steps mentioned <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html#trn1-ubuntu-troubleshooting"><span class="std std-ref">here</span></a>.</p> <p>Users are highly encouraged to use DLAMI to launch the instances, since DLAMIs come with the required fix.</p> </div> </div></blockquote> </div> <div class="section" id="set-up-a-development-environment"> <h3><a class="toc-backref" href="#id4">2. Set up a development environment</a><a class="headerlink" href="#set-up-a-development-environment" title="Permalink to this headline">#</a></h3> <div class="section" id="enable-pytorch-neuron"> <h4><a class="toc-backref" href="#id5">Enable PyTorch-Neuron</a><a class="headerlink" href="#enable-pytorch-neuron" title="Permalink to this headline">#</a></h4> <blockquote> <div><div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-0"> PyTorch 1.11.0</label><div class="sd-tab-content docutils"> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio"> <label class="sd-tab-label" for="sd-tab-item-1"> Ubuntu 20 AMI</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <ul class="simple"> <li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li> <li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li> </ul> </div> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Configure Linux for Neuron repository updates</span> .<span class="w"> </span>/etc/os-release sudo<span class="w"> </span>tee<span class="w"> </span>/etc/apt/sources.list.d/neuron.list<span class="w"> </span>&gt;<span class="w"> </span>/dev/null<span class="w"> </span><span class="s">&lt;&lt;EOF</span> <span class="s">deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main</span> <span class="s">EOF</span> wget<span class="w"> </span>-qO<span class="w"> </span>-<span class="w"> </span>https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB<span class="w"> </span><span class="p">|</span><span class="w"> </span>sudo<span class="w"> </span>apt-key<span class="w"> </span>add<span class="w"> </span>- <span class="c1"># Update OS packages</span> sudo<span class="w"> </span>apt-get<span class="w"> </span>update<span class="w"> </span>-y <span class="c1"># Install git</span> sudo<span class="w"> </span>apt-get<span class="w"> </span>install<span class="w"> </span>git<span class="w"> </span>-y <span class="c1"># Install OS headers</span> sudo<span class="w"> </span>apt-get<span class="w"> </span>install<span class="w"> </span>linux-headers-<span class="k">$(</span>uname<span class="w"> </span>-r<span class="k">)</span><span class="w"> </span>-y <span class="c1"># Remove preinstalled packages and Install Neuron Driver and Runtime</span> sudo<span class="w"> </span>apt-get<span class="w"> </span>remove<span class="w"> </span>aws-neuron-dkms<span class="w"> </span>-y sudo<span class="w"> </span>apt-get<span class="w"> </span>remove<span class="w"> </span>aws-neuronx-dkms<span class="w"> </span>-y sudo<span class="w"> </span>apt-get<span class="w"> </span>remove<span class="w"> </span>aws-neuronx-oci-hook<span class="w"> </span>-y sudo<span class="w"> </span>apt-get<span class="w"> </span>remove<span class="w"> </span>aws-neuronx-runtime-lib<span class="w"> </span>-y sudo<span class="w"> </span>apt-get<span class="w"> </span>remove<span class="w"> </span>aws-neuronx-collectives<span class="w"> </span>-y sudo<span class="w"> </span>apt-get<span class="w"> </span>install<span class="w"> </span>aws-neuronx-dkms<span class="o">=</span><span class="m">2</span>.*<span class="w"> </span>-y sudo<span class="w"> </span>apt-get<span class="w"> </span>install<span class="w"> </span>aws-neuronx-oci-hook<span class="o">=</span><span class="m">2</span>.*<span class="w"> </span>-y sudo<span class="w"> </span>apt-get<span class="w"> </span>install<span class="w"> </span>aws-neuronx-runtime-lib<span class="o">=</span><span class="m">2</span>.*<span class="w"> </span>-y sudo<span class="w"> </span>apt-get<span class="w"> </span>install<span class="w"> </span>aws-neuronx-collectives<span class="o">=</span><span class="m">2</span>.*<span class="w"> </span>-y <span class="c1"># Install EFA Driver(only required for multiinstance training)</span> curl<span class="w"> </span>-O<span class="w"> </span>https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz wget<span class="w"> </span>https://efa-installer.amazonaws.com/aws-efa-installer.key<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span>gpg<span class="w"> </span>--import<span class="w"> </span>aws-efa-installer.key cat<span class="w"> </span>aws-efa-installer.key<span class="w"> </span><span class="p">|</span><span class="w"> </span>gpg<span class="w"> </span>--fingerprint wget<span class="w"> </span>https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span>gpg<span class="w"> </span>--verify<span class="w"> </span>./aws-efa-installer-latest.tar.gz.sig tar<span class="w"> </span>-xvf<span class="w"> </span>aws-efa-installer-latest.tar.gz <span class="nb">cd</span><span class="w"> </span>aws-efa-installer<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span>sudo<span class="w"> </span>bash<span class="w"> </span>efa_installer.sh<span class="w"> </span>--yes <span class="nb">cd</span> sudo<span class="w"> </span>rm<span class="w"> </span>-rf<span class="w"> </span>aws-efa-installer-latest.tar.gz<span class="w"> </span>aws-efa-installer <span class="c1"># Remove pre-installed package and Install Neuron Tools</span> sudo<span class="w"> </span>apt-get<span class="w"> </span>remove<span class="w"> </span>aws-neuron-tools<span class="w"> </span>-y sudo<span class="w"> </span>apt-get<span class="w"> </span>remove<span class="w"> </span>aws-neuronx-tools<span class="w"> </span>-y sudo<span class="w"> </span>apt-get<span class="w"> </span>install<span class="w"> </span>aws-neuronx-tools<span class="o">=</span><span class="m">2</span>.*<span class="w"> </span>-y <span class="nb">export</span><span class="w"> </span><span class="nv">PATH</span><span class="o">=</span>/opt/aws/neuron/bin:<span class="nv">$PATH</span> <span class="c1"># Install Python venv and activate Python virtual environment to install</span> <span class="c1"># Neuron pip packages.</span> sudo<span class="w"> </span>apt<span class="w"> </span>install<span class="w"> </span>python3.8-venv python3.8<span class="w"> </span>-m<span class="w"> </span>venv<span class="w"> </span>aws_neuron_venv_pytorch <span class="nb">source</span><span class="w"> </span>aws_neuron_venv_pytorch/bin/activate pip<span class="w"> </span>install<span class="w"> </span>-U<span class="w"> </span>pip <span class="c1"># Install wget, awscli</span> pip<span class="w"> </span>install<span class="w"> </span>wget pip<span class="w"> </span>install<span class="w"> </span>awscli <span class="c1"># Install packages from repos</span> python<span class="w"> </span>-m<span class="w"> </span>pip<span class="w"> </span>config<span class="w"> </span><span class="nb">set</span><span class="w"> </span>global.extra-index-url<span class="w"> </span><span class="s2">"https://pip.repos.neuron.amazonaws.com"</span> <span class="c1"># Install Python packages - Transformers package is needed for BERT</span> python<span class="w"> </span>-m<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>torch-neuronx<span class="o">==</span><span class="s2">"1.11.0.1.*"</span><span class="w"> </span><span class="s2">"neuronx-cc==2.*"</span> </pre></div> </div> </div> <input id="sd-tab-item-2" name="sd-tab-set-1" type="radio"> <label class="sd-tab-label" for="sd-tab-item-2"> Amazon Linux 2 AMI</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <ul class="simple"> <li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li> <li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li> </ul> </div> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Configure Linux for Neuron repository updates</span> sudo<span class="w"> </span>tee<span class="w"> </span>/etc/yum.repos.d/neuron.repo<span class="w"> </span>&gt;<span class="w"> </span>/dev/null<span class="w"> </span><span class="s">&lt;&lt;EOF</span> <span class="s">[neuron]</span> <span class="s">name=Neuron YUM Repository</span> <span class="s">baseurl=https://yum.repos.neuron.amazonaws.com</span> <span class="s">enabled=1</span> <span class="s">metadata_expire=0</span> <span class="s">EOF</span> sudo<span class="w"> </span>rpm<span class="w"> </span>--import<span class="w"> </span>https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB <span class="c1"># Install OS headers</span> sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>kernel-devel-<span class="k">$(</span>uname<span class="w"> </span>-r<span class="k">)</span><span class="w"> </span>kernel-headers-<span class="k">$(</span>uname<span class="w"> </span>-r<span class="k">)</span><span class="w"> </span>-y <span class="c1"># Update OS packages</span> sudo<span class="w"> </span>yum<span class="w"> </span>update<span class="w"> </span>-y <span class="c1"># Install git</span> sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>git<span class="w"> </span>-y <span class="c1"># Remove preinstalled packages and Install Neuron Driver and Runtime</span> sudo<span class="w"> </span>yum<span class="w"> </span>remove<span class="w"> </span>aws-neuron-dkms<span class="w"> </span>-y sudo<span class="w"> </span>yum<span class="w"> </span>remove<span class="w"> </span>aws-neuronx-dkms<span class="w"> </span>-y sudo<span class="w"> </span>yum<span class="w"> </span>remove<span class="w"> </span>aws-neuronx-oci-hook<span class="w"> </span>-y sudo<span class="w"> </span>yum<span class="w"> </span>remove<span class="w"> </span>aws-neuronx-runtime-lib<span class="w"> </span>-y sudo<span class="w"> </span>yum<span class="w"> </span>remove<span class="w"> </span>aws-neuronx-collectives<span class="w"> </span>-y sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>aws-neuronx-dkms-2.*<span class="w"> </span>-y sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>aws-neuronx-oci-hook-2.*<span class="w"> </span>-y sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>aws-neuronx-runtime-lib-2.*<span class="w"> </span>-y sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>aws-neuronx-collectives-2.*<span class="w"> </span>-y <span class="c1"># Install EFA Driver(only required for multiinstance training)</span> curl<span class="w"> </span>-O<span class="w"> </span>https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz wget<span class="w"> </span>https://efa-installer.amazonaws.com/aws-efa-installer.key<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span>gpg<span class="w"> </span>--import<span class="w"> </span>aws-efa-installer.key cat<span class="w"> </span>aws-efa-installer.key<span class="w"> </span><span class="p">|</span><span class="w"> </span>gpg<span class="w"> </span>--fingerprint wget<span class="w"> </span>https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span>gpg<span class="w"> </span>--verify<span class="w"> </span>./aws-efa-installer-latest.tar.gz.sig tar<span class="w"> </span>-xvf<span class="w"> </span>aws-efa-installer-latest.tar.gz <span class="nb">cd</span><span class="w"> </span>aws-efa-installer<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span>sudo<span class="w"> </span>bash<span class="w"> </span>efa_installer.sh<span class="w"> </span>--yes <span class="nb">cd</span> sudo<span class="w"> </span>rm<span class="w"> </span>-rf<span class="w"> </span>aws-efa-installer-latest.tar.gz<span class="w"> </span>aws-efa-installer <span class="c1"># Remove pre-installed package and Install Neuron Tools</span> sudo<span class="w"> </span>yum<span class="w"> </span>remove<span class="w"> </span>aws-neuron-tools<span class="w"> </span>-y sudo<span class="w"> </span>yum<span class="w"> </span>remove<span class="w"> </span>aws-neuronx-tools<span class="w"> </span>-y sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>aws-neuronx-tools-2.*<span class="w"> </span>-y <span class="nb">export</span><span class="w"> </span><span class="nv">PATH</span><span class="o">=</span>/opt/aws/neuron/bin:<span class="nv">$PATH</span> <span class="c1"># Install Python venv and activate Python virtual environment to install</span> <span class="c1"># Neuron pip packages.</span> python3.7<span class="w"> </span>-m<span class="w"> </span>venv<span class="w"> </span>aws_neuron_venv_pytorch <span class="nb">source</span><span class="w"> </span>aws_neuron_venv_pytorch/bin/activate python<span class="w"> </span>-m<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>-U<span class="w"> </span>pip <span class="c1"># Install wget, awscli</span> pip<span class="w"> </span>install<span class="w"> </span>wget pip<span class="w"> </span>install<span class="w"> </span>awscli <span class="c1"># Install packages from repos</span> python<span class="w"> </span>-m<span class="w"> </span>pip<span class="w"> </span>config<span class="w"> </span><span class="nb">set</span><span class="w"> </span>global.extra-index-url<span class="w"> </span><span class="s2">"https://pip.repos.neuron.amazonaws.com"</span> <span class="c1"># Install Python packages - Transformers package is needed for BERT</span> python<span class="w"> </span>-m<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>torch-neuronx<span class="o">==</span><span class="s2">"1.11.0.1.*"</span><span class="w"> </span><span class="s2">"neuronx-cc==2.*"</span> </pre></div> </div> </div> </div> </div> </div> </div></blockquote> </div> </div> <div class="section" id="set-up-jupyter-notebook"> <h3><a class="toc-backref" href="#id6">3. Set up Jupyter notebook</a><a class="headerlink" href="#set-up-jupyter-notebook" title="Permalink to this headline">#</a></h3> <p>To develop from a Jupyter notebook see <a class="reference internal" href="../../../setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html#setup-jupyter-notebook-steps-troubleshooting"><span class="std std-ref">Jupyter Notebook QuickStart</span></a></p> <p>You can also run a Jupyter notebook as a script, first enable the ML framework Conda or Python environment of your choice and see <a class="reference internal" href="../../../setup/notebook/running-jupyter-notebook-as-script.html#running-jupyter-notebook-as-script"><span class="std std-ref">Running Jupyter Notebook as script</span></a> for instructions.</p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../ec2-flows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">EC2 Flows- Training</p> </div> </a> <a class="right-next" id="next-link" href="../../eks-flows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Amazon EKS</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:08.778Z
Compile with Framework API and Deploy on EC2 Inf1 — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/ec2-then-ec2-devflow.html
# Compile with Framework API and Deploy on EC2 Inf1 — AWS Neuron Documentation _This document is relevant for_: `Inf1` ## Compile with Framework API and Deploy on EC2 Inf1[#](#compile-with-framework-api-and-deploy-on-ec2-inf1 "Permalink to this headline") Table of Contents - [Description](#description) - [Setup Environment](#setup-environment) - [1\. Launch an Inf1 Instance](#launch-an-inf1-instance) - [2\. Set up a development environment](#set-up-a-development-environment) - [Enable PyTorch-Neuron](#enable-pytorch-neuron) - [Enable TensorFlow-Neuron](#enable-tensorflow-neuron) - [Enable Apache MXNet (Incubating)](#enable-apache-mxnet-incubating) - [3\. Set up Jupyter notebook](#set-up-jupyter-notebook) ## [Description](#id1)[#](#description "Permalink to this headline") [![Neuron developer flow on EC2](../../../_images/ec2-then-ec2-dev-flow.png)](../../../_images/ec2-then-ec2-dev-flow.png) You can use a single inf1 instance as a development environment to compile and deploy Neuron models. In this developer flow, you provision an EC2 inf1 instance using a Deep Learming AMI (DLAMI) and execute the two steps of the development flow in the same instance. The DLAMI comes pre-packaged with the Neuron frameworks, compiler, and required runtimes to complete the flow. Development happens through Jupyter Notebooks or using a secure shell (ssh) connection in terminal. Follow the steps bellow to setup your environment. Note **Model compilation can be executed on a non-inf1 instance** for later deployment. Follow the same EC2 Developer Flow Setup using other instance families and leverage [Amazon Simple Storage Service](https://docs.aws.amazon.com/AmazonS3/latest/userguide/upload-objects.html) (S3) to share the compiled models between different instances. ## [Setup Environment](#id2)[#](#setup-environment "Permalink to this headline") ### [1\. Launch an Inf1 Instance](#id3)[#](#launch-an-inf1-instance "Permalink to this headline") > - Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to Launch an Inf1 instance, when choosing the instance type at the EC2 console. Please make sure to select the correct instance type. To get more information about Inf1 instances sizes and pricing see [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/). > > - When choosing an Amazon Machine Image (AMI) make sure to select [Deep Learning AMI with Conda Options](https://docs.aws.amazon.com/dlami/latest/devguide/conda.html). Please note that Neuron Conda environments are supported only in Ubuntu 18 DLAMI and Amazon Linux2 DLAMI, Neuron Conda environments are not supported in Amazon Linux DLAMI. > > - After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-connect-to-instance-linux) to connect to the instance > ### [2\. Set up a development environment](#id4)[#](#set-up-a-development-environment "Permalink to this headline") #### [Enable PyTorch-Neuron](#id5)[#](#enable-pytorch-neuron "Permalink to this headline") Important For successful installation or update to next releases (Neuron 1.20.0 and newer): - Uninstall `aws-neuron-dkms` by running: `sudo apt remove aws-neuron-dkms` or `sudo yum remove aws-neuron-dkms` - Install or upgrade to latest Neuron driver (`aws-neuron-dkms`) by following the “Setup Guide” instructions. PyTorch 1.9.1 Ubuntu DLAMI Note For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents. ``` # Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo apt-get install linux-headers-$(uname -r) -y # Install Neuron Driver sudo apt-get install aws-neuronx-dkms --allow-change-held-packages -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate PyTorch source activate ``` Amazon Linux DLAMI Note For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents. ``` # Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y # Install Neuron Driver sudo yum versionlock delete aws-neuronx-dkms sudo yum install aws-neuronx-dkms -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate PyTorch source activate ``` PyTorch 1.8.1 Ubuntu DLAMI Note For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents. ``` # Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo apt-get install linux-headers-$(uname -r) -y # Install Neuron Driver sudo apt-get install aws-neuronx-dkms --allow-change-held-packages -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate PyTorch source activate aws_neuron_pytorch_p36 ``` Amazon Linux DLAMI Note For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents. ``` # Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y # Install Neuron Driver sudo yum versionlock delete aws-neuronx-dkms sudo yum install aws-neuronx-dkms -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate PyTorch source activate aws_neuron_pytorch_p36 ``` #### [Enable TensorFlow-Neuron](#id6)[#](#enable-tensorflow-neuron "Permalink to this headline") Important For successful installation or update to next releases (Neuron 1.20.0 and newer): - Uninstall `aws-neuron-dkms` by running: `sudo apt remove aws-neuron-dkms` or `sudo yum remove aws-neuron-dkms` - Install or upgrade to latest Neuron driver (`aws-neuron-dkms`) by following the “Setup Guide” instructions. TensorFlow 2.5.1 Ubuntu DLAMI Note For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents. ``` Traceback (most recent call last): File "src/helperscripts/neuronsetuphelper.py", line 1001, in <module> setup_cmd += nr_setup.instructions(framework=framework,action=action,framework_version=args.framework_version,os=args.os,ami=args.ami,mode=args.mode) File "src/helperscripts/neuronsetuphelper.py", line 977, in instructions setup_cmd=hlpr_instructions(self,self.neuron_version) File "src/helperscripts/neuronsetuphelper.py", line 787, in hlpr_instructions fal_supported_rtd=nr_setup.fal_supported_runtime[fw][fw_ver]['neuron-rtd'] KeyError: '2.10.1' ``` Amazon Linux DLAMI Note For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents. ``` Traceback (most recent call last): File "src/helperscripts/neuronsetuphelper.py", line 1001, in <module> setup_cmd += nr_setup.instructions(framework=framework,action=action,framework_version=args.framework_version,os=args.os,ami=args.ami,mode=args.mode) File "src/helperscripts/neuronsetuphelper.py", line 977, in instructions setup_cmd=hlpr_instructions(self,self.neuron_version) File "src/helperscripts/neuronsetuphelper.py", line 787, in hlpr_instructions fal_supported_rtd=nr_setup.fal_supported_runtime[fw][fw_ver]['neuron-rtd'] KeyError: '2.10.1' ``` TensorFlow 1.15.5 Ubuntu DLAMI Note For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents. ``` # Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo apt-get install linux-headers-$(uname -r) -y # Install Neuron Driver sudo apt-get install aws-neuronx-dkms --allow-change-held-packages -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate TensorFlow source activate aws_neuron_tensorflow_p36 ``` Amazon Linux DLAMI Note For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents. ``` # Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y # Install Neuron Driver sudo yum versionlock delete aws-neuronx-dkms sudo yum install aws-neuronx-dkms -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate TensorFlow source activate aws_neuron_tensorflow_p36 ``` #### [Enable Apache MXNet (Incubating)](#id7)[#](#enable-apache-mxnet-incubating "Permalink to this headline") Important For successful installation or update to next releases (Neuron 1.20.0 and newer): - Uninstall `aws-neuron-dkms` by running: `sudo apt remove aws-neuron-dkms` or `sudo yum remove aws-neuron-dkms` - Install or upgrade to latest Neuron driver (`aws-neuron-dkms`) by following the “Setup Guide” instructions. MXNet 1.8.0 Ubuntu DLAMI Note For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents. ``` # Note: There is no DLAMI Conda environment for this framework version # Framework will be installed/updated inside a Python environment # Update OS packages sudo apt-get update -y ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo apt-get install linux-headers-$(uname -r) -y # Install Neuron Driver sudo apt-get install aws-neuronx-dkms --allow-change-held-packages -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Install Neuron Tools sudo apt-get install aws-neuronx-tools -y export PATH=/opt/aws/neuron/bin:$PATH # Activate MXNet source activate aws_neuron_mxnet_p36 # Set Pip repository to point to the Neuron repository pip config set global.extra-index-url https://pip.repos.neuron.amazonaws.com #Install Neuron MXNet wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl pip install mx_neuron neuron-cc ``` Amazon Linux DLAMI Note For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents. ``` # Note: There is no DLAMI Conda environment for this framework version # Framework will be installed/updated inside a Python environment # Update OS packages sudo yum update -y ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y # Install Neuron Driver sudo yum versionlock delete aws-neuronx-dkms sudo yum install aws-neuronx-dkms -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Install Neuron Tools sudo yum install aws-neuronx-tools -y export PATH=/opt/aws/neuron/bin:$PATH # Activate MXNet source activate aws_neuron_mxnet_p36 # Set Pip repository to point to the Neuron repository pip config set global.extra-index-url https://pip.repos.neuron.amazonaws.com #Install Neuron MXNet wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl pip install mx_neuron neuron-cc ``` MXNet 1.5.1 Ubuntu DLAMI Note For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents. ``` # Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo apt-get install linux-headers-$(uname -r) -y # Install Neuron Driver sudo apt-get install aws-neuronx-dkms --allow-change-held-packages -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate MXNet source activate aws_neuron_mxnet_p36 ``` Amazon Linux DLAMI Note For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents. ``` # Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y # Install Neuron Driver sudo yum versionlock delete aws-neuronx-dkms sudo yum install aws-neuronx-dkms -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate MXNet source activate aws_neuron_mxnet_p36 ```
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Compile with Framework API and Deploy on EC2 Inf1 — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Compile with Framework API and Deploy on EC2 Inf2" href="ec2-then-ec2-devflow-inf2.html"> <link rel="prev" title="EC2 Flows - Inference" href="ec2-flows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/inference/ec2-then-ec2-devflow", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="ec2-flows.html"> Inference </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/devflows/inference/ec2-then-ec2-devflow.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/ec2-then-ec2-devflow.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/devflows/inference/ec2-then-ec2-devflow.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/devflows/inference/ec2-then-ec2-devflow.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/devflows/inference/ec2-then-ec2-devflow.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/devflows/inference/ec2-then-ec2-devflow.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/devflows/inference/ec2-then-ec2-devflow.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/devflows/inference/ec2-then-ec2-devflow.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/devflows/inference/ec2-then-ec2-devflow.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/devflows/inference/ec2-then-ec2-devflow.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/devflows/inference/ec2-then-ec2-devflow.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/devflows/inference/ec2-then-ec2-devflow.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/devflows/inference/ec2-then-ec2-devflow.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/devflows/inference/ec2-then-ec2-devflow.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/devflows/inference/ec2-then-ec2-devflow.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/devflows/inference/ec2-then-ec2-devflow.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/devflows/inference/ec2-then-ec2-devflow.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/devflows/inference/ec2-then-ec2-devflow.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/devflows/inference/ec2-then-ec2-devflow.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/devflows/inference/ec2-then-ec2-devflow.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/devflows/inference/ec2-then-ec2-devflow.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/devflows/inference/ec2-then-ec2-devflow.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/devflows/inference/ec2-then-ec2-devflow.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/devflows/inference/ec2-then-ec2-devflow.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/devflows/inference/ec2-then-ec2-devflow.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/devflows/inference/ec2-then-ec2-devflow.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/devflows/inference/ec2-then-ec2-devflow.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/devflows/inference/ec2-then-ec2-devflow.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/devflows/inference/ec2-then-ec2-devflow.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/devflows/inference/ec2-then-ec2-devflow.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/devflows/inference/ec2-then-ec2-devflow.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/inference/ec2-then-ec2-devflow.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/inference/ec2-then-ec2-devflow.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/inference/ec2-then-ec2-devflow.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#launch-an-inf1-instance"> 1. Launch an Inf1 Instance </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#set-up-a-development-environment"> 2. Set up a development environment </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#enable-pytorch-neuron"> Enable PyTorch-Neuron </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#enable-tensorflow-neuron"> Enable TensorFlow-Neuron </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#enable-apache-mxnet-incubating"> Enable Apache MXNet (Incubating) </a> </li> </ul> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#set-up-jupyter-notebook"> 3. Set up Jupyter notebook </a> </li> </ul> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Compile with Framework API and Deploy on EC2 Inf1</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#launch-an-inf1-instance"> 1. Launch an Inf1 Instance </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#set-up-a-development-environment"> 2. Set up a development environment </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#enable-pytorch-neuron"> Enable PyTorch-Neuron </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#enable-tensorflow-neuron"> Enable TensorFlow-Neuron </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#enable-apache-mxnet-incubating"> Enable Apache MXNet (Incubating) </a> </li> </ul> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#set-up-jupyter-notebook"> 3. Set up Jupyter notebook </a> </li> </ul> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="compile-with-framework-api-and-deploy-on-ec2-inf1"> <span id="ec2-then-ec2-devflow"></span><h1>Compile with Framework API and Deploy on EC2 Inf1<a class="headerlink" href="#compile-with-framework-api-and-deploy-on-ec2-inf1" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#description" id="id1">Description</a></p></li> <li><p><a class="reference internal" href="#setup-environment" id="id2">Setup Environment</a></p> <ul> <li><p><a class="reference internal" href="#launch-an-inf1-instance" id="id3">1. Launch an Inf1 Instance</a></p></li> <li><p><a class="reference internal" href="#set-up-a-development-environment" id="id4">2. Set up a development environment</a></p> <ul> <li><p><a class="reference internal" href="#enable-pytorch-neuron" id="id5">Enable PyTorch-Neuron</a></p></li> <li><p><a class="reference internal" href="#enable-tensorflow-neuron" id="id6">Enable TensorFlow-Neuron</a></p></li> <li><p><a class="reference internal" href="#enable-apache-mxnet-incubating" id="id7">Enable Apache MXNet (Incubating)</a></p></li> </ul> </li> <li><p><a class="reference internal" href="#set-up-jupyter-notebook" id="id8">3. Set up Jupyter notebook</a></p></li> </ul> </li> </ul> </div> <div class="section" id="description"> <h2><a class="toc-backref" href="#id1">Description</a><a class="headerlink" href="#description" title="Permalink to this headline">#</a></h2> <p><a class="reference internal" href="../../../_images/ec2-then-ec2-dev-flow.png"><img alt="Neuron developer flow on EC2" class="align-middle" src="../../../_images/ec2-then-ec2-dev-flow.png" style="width: 500px;"></a></p> <p>You can use a single inf1 instance as a development environment to compile and deploy Neuron models. In this developer flow, you provision an EC2 inf1 instance using a Deep Learming AMI (DLAMI) and execute the two steps of the development flow in the same instance. The DLAMI comes pre-packaged with the Neuron frameworks, compiler, and required runtimes to complete the flow. Development happens through Jupyter Notebooks or using a secure shell (ssh) connection in terminal. Follow the steps bellow to setup your environment.</p> <div class="admonition note"> <p class="admonition-title">Note</p> <p><strong>Model compilation can be executed on a non-inf1 instance</strong> for later deployment. Follow the same EC2 Developer Flow Setup using other instance families and leverage <a class="reference external" href="https://docs.aws.amazon.com/AmazonS3/latest/userguide/upload-objects.html">Amazon Simple Storage Service</a> (S3) to share the compiled models between different instances.</p> </div> </div> <div class="section" id="setup-environment"> <span id="ec2-then-ec2-setenv"></span><h2><a class="toc-backref" href="#id2">Setup Environment</a><a class="headerlink" href="#setup-environment" title="Permalink to this headline">#</a></h2> <div class="section" id="launch-an-inf1-instance"> <h3><a class="toc-backref" href="#id3">1. Launch an Inf1 Instance</a><a class="headerlink" href="#launch-an-inf1-instance" title="Permalink to this headline">#</a></h3> <blockquote> <div><ul class="simple"> <li><p>Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to Launch an Inf1 instance, when choosing the instance type at the EC2 console. Please make sure to select the correct instance type. To get more information about Inf1 instances sizes and pricing see <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a>.</p></li> <li><p>When choosing an Amazon Machine Image (AMI) make sure to select <a class="reference external" href="https://docs.aws.amazon.com/dlami/latest/devguide/conda.html">Deep Learning AMI with Conda Options</a>. Please note that Neuron Conda environments are supported only in Ubuntu 18 DLAMI and Amazon Linux2 DLAMI, Neuron Conda environments are not supported in Amazon Linux DLAMI.</p></li> <li><p>After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-connect-to-instance-linux">Connect to your instance</a> to connect to the instance</p></li> </ul> <div class="admonition note"> <p class="admonition-title">Note</p> <p>You can also launch the instance from AWS CLI, please see <a class="reference internal" href="../../setup/install-templates/inf1/launch-inf1-dlami-aws-cli.html#launch-inf1-dlami-aws-cli"><span class="std std-ref">AWS CLI commands to launch inf1 instances</span></a>.</p> </div> </div></blockquote> </div> <div class="section" id="set-up-a-development-environment"> <h3><a class="toc-backref" href="#id4">2. Set up a development environment</a><a class="headerlink" href="#set-up-a-development-environment" title="Permalink to this headline">#</a></h3> <div class="section" id="enable-pytorch-neuron"> <h4><a class="toc-backref" href="#id5">Enable PyTorch-Neuron</a><a class="headerlink" href="#enable-pytorch-neuron" title="Permalink to this headline">#</a></h4> <div class="admonition important"> <p class="admonition-title">Important</p> <dl class="simple"> <dt>For successful installation or update to next releases (Neuron 1.20.0 and newer):</dt><dd><ul class="simple"> <li><p>Uninstall <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> by running: <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">apt</span> <span class="pre">remove</span> <span class="pre">aws-neuron-dkms</span></code> or <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">yum</span> <span class="pre">remove</span> <span class="pre">aws-neuron-dkms</span></code></p></li> <li><p>Install or upgrade to latest Neuron driver (<code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code>) by following the “Setup Guide” instructions.</p></li> </ul> </dd> </dl> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-0"> PyTorch 1.9.1</label><div class="sd-tab-content docutils"> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-2" name="sd-tab-set-1" type="radio"> <label class="sd-tab-label" for="sd-tab-item-2"> Ubuntu DLAMI</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.</p> </div> <div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo apt-get install linux-headers-$(uname -r) -y # Install Neuron Driver sudo apt-get install aws-neuronx-dkms --allow-change-held-packages -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate PyTorch source activate </pre></div> </div> </div> <input id="sd-tab-item-3" name="sd-tab-set-1" type="radio"> <label class="sd-tab-label" for="sd-tab-item-3"> Amazon Linux DLAMI</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.</p> </div> <div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y # Install Neuron Driver sudo yum versionlock delete aws-neuronx-dkms sudo yum install aws-neuronx-dkms -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate PyTorch source activate </pre></div> </div> </div> </div> </div> <input id="sd-tab-item-1" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-1"> PyTorch 1.8.1</label><div class="sd-tab-content docutils"> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-4" name="sd-tab-set-2" type="radio"> <label class="sd-tab-label" for="sd-tab-item-4"> Ubuntu DLAMI</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.</p> </div> <div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo apt-get install linux-headers-$(uname -r) -y # Install Neuron Driver sudo apt-get install aws-neuronx-dkms --allow-change-held-packages -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate PyTorch source activate aws_neuron_pytorch_p36 </pre></div> </div> </div> <input id="sd-tab-item-5" name="sd-tab-set-2" type="radio"> <label class="sd-tab-label" for="sd-tab-item-5"> Amazon Linux DLAMI</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.</p> </div> <div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y # Install Neuron Driver sudo yum versionlock delete aws-neuronx-dkms sudo yum install aws-neuronx-dkms -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate PyTorch source activate aws_neuron_pytorch_p36 </pre></div> </div> </div> </div> </div> </div> </div> <div class="section" id="enable-tensorflow-neuron"> <h4><a class="toc-backref" href="#id6">Enable TensorFlow-Neuron</a><a class="headerlink" href="#enable-tensorflow-neuron" title="Permalink to this headline">#</a></h4> <div class="admonition important"> <p class="admonition-title">Important</p> <dl class="simple"> <dt>For successful installation or update to next releases (Neuron 1.20.0 and newer):</dt><dd><ul class="simple"> <li><p>Uninstall <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> by running: <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">apt</span> <span class="pre">remove</span> <span class="pre">aws-neuron-dkms</span></code> or <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">yum</span> <span class="pre">remove</span> <span class="pre">aws-neuron-dkms</span></code></p></li> <li><p>Install or upgrade to latest Neuron driver (<code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code>) by following the “Setup Guide” instructions.</p></li> </ul> </dd> </dl> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-6" name="sd-tab-set-3" type="radio"> <label class="sd-tab-label" for="sd-tab-item-6"> TensorFlow 2.5.1</label><div class="sd-tab-content docutils"> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-8" name="sd-tab-set-4" type="radio"> <label class="sd-tab-label" for="sd-tab-item-8"> Ubuntu DLAMI</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.</p> </div> <div class="highlight-text notranslate"><div class="highlight"><pre><span></span>Traceback (most recent call last): File "src/helperscripts/neuronsetuphelper.py", line 1001, in &lt;module&gt; setup_cmd += nr_setup.instructions(framework=framework,action=action,framework_version=args.framework_version,os=args.os,ami=args.ami,mode=args.mode) File "src/helperscripts/neuronsetuphelper.py", line 977, in instructions setup_cmd=hlpr_instructions(self,self.neuron_version) File "src/helperscripts/neuronsetuphelper.py", line 787, in hlpr_instructions fal_supported_rtd=nr_setup.fal_supported_runtime[fw][fw_ver]['neuron-rtd'] KeyError: '2.10.1' </pre></div> </div> </div> <input id="sd-tab-item-9" name="sd-tab-set-4" type="radio"> <label class="sd-tab-label" for="sd-tab-item-9"> Amazon Linux DLAMI</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.</p> </div> <div class="highlight-text notranslate"><div class="highlight"><pre><span></span>Traceback (most recent call last): File "src/helperscripts/neuronsetuphelper.py", line 1001, in &lt;module&gt; setup_cmd += nr_setup.instructions(framework=framework,action=action,framework_version=args.framework_version,os=args.os,ami=args.ami,mode=args.mode) File "src/helperscripts/neuronsetuphelper.py", line 977, in instructions setup_cmd=hlpr_instructions(self,self.neuron_version) File "src/helperscripts/neuronsetuphelper.py", line 787, in hlpr_instructions fal_supported_rtd=nr_setup.fal_supported_runtime[fw][fw_ver]['neuron-rtd'] KeyError: '2.10.1' </pre></div> </div> </div> </div> </div> <input id="sd-tab-item-7" name="sd-tab-set-3" type="radio"> <label class="sd-tab-label" for="sd-tab-item-7"> TensorFlow 1.15.5</label><div class="sd-tab-content docutils"> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-10" name="sd-tab-set-5" type="radio"> <label class="sd-tab-label" for="sd-tab-item-10"> Ubuntu DLAMI</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.</p> </div> <div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo apt-get install linux-headers-$(uname -r) -y # Install Neuron Driver sudo apt-get install aws-neuronx-dkms --allow-change-held-packages -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate TensorFlow source activate aws_neuron_tensorflow_p36 </pre></div> </div> </div> <input id="sd-tab-item-11" name="sd-tab-set-5" type="radio"> <label class="sd-tab-label" for="sd-tab-item-11"> Amazon Linux DLAMI</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.</p> </div> <div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y # Install Neuron Driver sudo yum versionlock delete aws-neuronx-dkms sudo yum install aws-neuronx-dkms -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate TensorFlow source activate aws_neuron_tensorflow_p36 </pre></div> </div> </div> </div> </div> </div> </div> <div class="section" id="enable-apache-mxnet-incubating"> <h4><a class="toc-backref" href="#id7">Enable Apache MXNet (Incubating)</a><a class="headerlink" href="#enable-apache-mxnet-incubating" title="Permalink to this headline">#</a></h4> <div class="admonition important"> <p class="admonition-title">Important</p> <dl class="simple"> <dt>For successful installation or update to next releases (Neuron 1.20.0 and newer):</dt><dd><ul class="simple"> <li><p>Uninstall <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> by running: <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">apt</span> <span class="pre">remove</span> <span class="pre">aws-neuron-dkms</span></code> or <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">yum</span> <span class="pre">remove</span> <span class="pre">aws-neuron-dkms</span></code></p></li> <li><p>Install or upgrade to latest Neuron driver (<code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code>) by following the “Setup Guide” instructions.</p></li> </ul> </dd> </dl> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-12" name="sd-tab-set-6" type="radio"> <label class="sd-tab-label" for="sd-tab-item-12"> MXNet 1.8.0</label><div class="sd-tab-content docutils"> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-14" name="sd-tab-set-7" type="radio"> <label class="sd-tab-label" for="sd-tab-item-14"> Ubuntu DLAMI</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.</p> </div> <div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Note: There is no DLAMI Conda environment for this framework version # Framework will be installed/updated inside a Python environment # Update OS packages sudo apt-get update -y ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo apt-get install linux-headers-$(uname -r) -y # Install Neuron Driver sudo apt-get install aws-neuronx-dkms --allow-change-held-packages -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Install Neuron Tools sudo apt-get install aws-neuronx-tools -y export PATH=/opt/aws/neuron/bin:$PATH # Activate MXNet source activate aws_neuron_mxnet_p36 # Set Pip repository to point to the Neuron repository pip config set global.extra-index-url https://pip.repos.neuron.amazonaws.com #Install Neuron MXNet wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl pip install mx_neuron neuron-cc </pre></div> </div> </div> <input id="sd-tab-item-15" name="sd-tab-set-7" type="radio"> <label class="sd-tab-label" for="sd-tab-item-15"> Amazon Linux DLAMI</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.</p> </div> <div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Note: There is no DLAMI Conda environment for this framework version # Framework will be installed/updated inside a Python environment # Update OS packages sudo yum update -y ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y # Install Neuron Driver sudo yum versionlock delete aws-neuronx-dkms sudo yum install aws-neuronx-dkms -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Install Neuron Tools sudo yum install aws-neuronx-tools -y export PATH=/opt/aws/neuron/bin:$PATH # Activate MXNet source activate aws_neuron_mxnet_p36 # Set Pip repository to point to the Neuron repository pip config set global.extra-index-url https://pip.repos.neuron.amazonaws.com #Install Neuron MXNet wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl pip install mx_neuron neuron-cc </pre></div> </div> </div> </div> </div> <input id="sd-tab-item-13" name="sd-tab-set-6" type="radio"> <label class="sd-tab-label" for="sd-tab-item-13"> MXNet 1.5.1</label><div class="sd-tab-content docutils"> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-16" name="sd-tab-set-8" type="radio"> <label class="sd-tab-label" for="sd-tab-item-16"> Ubuntu DLAMI</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.</p> </div> <div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo apt-get install linux-headers-$(uname -r) -y # Install Neuron Driver sudo apt-get install aws-neuronx-dkms --allow-change-held-packages -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate MXNet source activate aws_neuron_mxnet_p36 </pre></div> </div> </div> <input id="sd-tab-item-17" name="sd-tab-set-8" type="radio"> <label class="sd-tab-label" for="sd-tab-item-17"> Amazon Linux DLAMI</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.</p> </div> <div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y # Install Neuron Driver sudo yum versionlock delete aws-neuronx-dkms sudo yum install aws-neuronx-dkms -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate MXNet source activate aws_neuron_mxnet_p36 </pre></div> </div> </div> </div> </div> </div> </div> </div> <div class="section" id="set-up-jupyter-notebook"> <h3><a class="toc-backref" href="#id8">3. Set up Jupyter notebook</a><a class="headerlink" href="#set-up-jupyter-notebook" title="Permalink to this headline">#</a></h3> <p>To develop from a Jupyter notebook see <a class="reference internal" href="../../setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html#setup-jupyter-notebook-steps-troubleshooting"><span class="std std-ref">Jupyter Notebook QuickStart</span></a></p> <p>You can also run a Jupyter notebook as a script, first enable the ML framework Conda or Python environment of your choice and see <a class="reference internal" href="../../setup/notebook/running-jupyter-notebook-as-script.html#running-jupyter-notebook-as-script"><span class="std std-ref">Running Jupyter Notebook as script</span></a> for instructions.</p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="ec2-flows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">EC2 Flows - Inference</p> </div> </a> <a class="right-next" id="next-link" href="ec2-then-ec2-devflow-inf2.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Compile with Framework API and Deploy on EC2 Inf2</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:09.003Z
Compile with Framework API and Deploy on EC2 Inf2 — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/ec2-then-ec2-devflow-inf2.html
# Compile with Framework API and Deploy on EC2 Inf2 — AWS Neuron Documentation _This document is relevant for_: `Inf1` ## Compile with Framework API and Deploy on EC2 Inf2[#](#compile-with-framework-api-and-deploy-on-ec2-inf2 "Permalink to this headline") Table of Contents - [Description](#description) - [Setup Environment](#setup-environment) - [1\. Launch an Inf2 Instance](#launch-an-inf2-instance) - [2\. Set up a development environment](#set-up-a-development-environment) - [Enable PyTorch-Neuron](#enable-pytorch-neuron) - [3\. Set up Jupyter notebook](#set-up-jupyter-notebook) ## [Description](#id1)[#](#description "Permalink to this headline") [![Neuron developer flow on EC2](../../../_images/ec2-then-ec2-dev-flow-inf2.png)](../../../_images/ec2-then-ec2-dev-flow-inf2.png) You can use a single inf2 instance as a development environment to compile and deploy Neuron models. In this developer flow, you provision an EC2 inf2 instance using a Deep Learning AMI (DLAMI) and execute the two steps of the development flow in the same instance. The DLAMI comes pre-packaged with the Neuron frameworks, compiler, and required runtimes to complete the flow. Development happens through Jupyter Notebooks or using a secure shell (ssh) connection in terminal. Follow the steps below to setup your environment. Note **Model compilation can be executed on a non-inf2 instance** for later deployment. Follow the same EC2 Developer Flow Setup using other instance families and leverage [Amazon Simple Storage Service](https://docs.aws.amazon.com/AmazonS3/latest/userguide/upload-objects.html) (S3) to share the compiled models between different instances. ## [Setup Environment](#id2)[#](#setup-environment "Permalink to this headline") ### [1\. Launch an Inf2 Instance](#id3)[#](#launch-an-inf2-instance "Permalink to this headline") > - Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an Inf2 instance, when choosing the instance type at the EC2 console. Please make sure to select the correct instance type. To get more information about Inf2 instances sizes and pricing see [Inf2 web page](https://aws.amazon.com/ec2/instance-types/inf2/). > > - When choosing an Amazon Machine Image (AMI) make sure to select [Deep Learning AMI with Conda Options](https://docs.aws.amazon.com/dlami/latest/devguide/conda.html). Please note that Neuron Conda environments are supported only in Ubuntu 18 DLAMI and Amazon Linux2 DLAMI, Neuron Conda environments are not supported in Amazon Linux DLAMI. > > - After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-connect-to-instance-linux) to connect to the instance > ### [2\. Set up a development environment](#id4)[#](#set-up-a-development-environment "Permalink to this headline") #### [Enable PyTorch-Neuron](#id5)[#](#enable-pytorch-neuron "Permalink to this headline") Important For successful installation or update to next releases (Neuron 1.20.0 and newer): - Uninstall `aws-neuron-dkms` by running: `sudo apt remove aws-neuron-dkms` or `sudo yum remove aws-neuron-dkms` - Install or upgrade to latest Neuron driver (`aws-neuron-dkms`) by following the “Setup Guide” instructions. PyTorch 1.9.1 Ubuntu DLAMI Note For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents. ``` # Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo apt-get install linux-headers-$(uname -r) -y # Install Neuron Driver sudo apt-get install aws-neuronx-dkms --allow-change-held-packages -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate PyTorch source activate ``` Amazon Linux DLAMI Note For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents. ``` # Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y # Install Neuron Driver sudo yum versionlock delete aws-neuronx-dkms sudo yum install aws-neuronx-dkms -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate PyTorch source activate ``` PyTorch 1.8.1 Ubuntu DLAMI Note For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents. ``` # Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo apt-get install linux-headers-$(uname -r) -y # Install Neuron Driver sudo apt-get install aws-neuronx-dkms --allow-change-held-packages -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate PyTorch source activate aws_neuron_pytorch_p36 ``` Amazon Linux DLAMI Note For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents. ``` # Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y # Install Neuron Driver sudo yum versionlock delete aws-neuronx-dkms sudo yum install aws-neuronx-dkms -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate PyTorch source activate aws_neuron_pytorch_p36 ```
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Compile with Framework API and Deploy on EC2 Inf2 — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="EC2 Flows- Training" href="../training/ec2-flows.html"> <link rel="prev" title="Compile with Framework API and Deploy on EC2 Inf1" href="ec2-then-ec2-devflow.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/inference/ec2-then-ec2-devflow-inf2", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="ec2-flows.html"> Inference </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/inference/ec2-then-ec2-devflow-inf2.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/inference/ec2-then-ec2-devflow-inf2.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/inference/ec2-then-ec2-devflow-inf2.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#launch-an-inf2-instance"> 1. Launch an Inf2 Instance </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#set-up-a-development-environment"> 2. Set up a development environment </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#enable-pytorch-neuron"> Enable PyTorch-Neuron </a> </li> </ul> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#set-up-jupyter-notebook"> 3. Set up Jupyter notebook </a> </li> </ul> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Compile with Framework API and Deploy on EC2 Inf2</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#launch-an-inf2-instance"> 1. Launch an Inf2 Instance </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#set-up-a-development-environment"> 2. Set up a development environment </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#enable-pytorch-neuron"> Enable PyTorch-Neuron </a> </li> </ul> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#set-up-jupyter-notebook"> 3. Set up Jupyter notebook </a> </li> </ul> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="compile-with-framework-api-and-deploy-on-ec2-inf2"> <span id="ec2-then-ec2-devflow-inf2"></span><h1>Compile with Framework API and Deploy on EC2 Inf2<a class="headerlink" href="#compile-with-framework-api-and-deploy-on-ec2-inf2" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#description" id="id1">Description</a></p></li> <li><p><a class="reference internal" href="#setup-environment" id="id2">Setup Environment</a></p> <ul> <li><p><a class="reference internal" href="#launch-an-inf2-instance" id="id3">1. Launch an Inf2 Instance</a></p></li> <li><p><a class="reference internal" href="#set-up-a-development-environment" id="id4">2. Set up a development environment</a></p> <ul> <li><p><a class="reference internal" href="#enable-pytorch-neuron" id="id5">Enable PyTorch-Neuron</a></p></li> </ul> </li> <li><p><a class="reference internal" href="#set-up-jupyter-notebook" id="id6">3. Set up Jupyter notebook</a></p></li> </ul> </li> </ul> </div> <div class="section" id="description"> <h2><a class="toc-backref" href="#id1">Description</a><a class="headerlink" href="#description" title="Permalink to this headline">#</a></h2> <p><a class="reference internal" href="../../../_images/ec2-then-ec2-dev-flow-inf2.png"><img alt="Neuron developer flow on EC2" class="align-middle" src="../../../_images/ec2-then-ec2-dev-flow-inf2.png" style="width: 500px;"></a></p> <p>You can use a single inf2 instance as a development environment to compile and deploy Neuron models. In this developer flow, you provision an EC2 inf2 instance using a Deep Learning AMI (DLAMI) and execute the two steps of the development flow in the same instance. The DLAMI comes pre-packaged with the Neuron frameworks, compiler, and required runtimes to complete the flow. Development happens through Jupyter Notebooks or using a secure shell (ssh) connection in terminal. Follow the steps below to setup your environment.</p> <div class="admonition note"> <p class="admonition-title">Note</p> <p><strong>Model compilation can be executed on a non-inf2 instance</strong> for later deployment. Follow the same EC2 Developer Flow Setup using other instance families and leverage <a class="reference external" href="https://docs.aws.amazon.com/AmazonS3/latest/userguide/upload-objects.html">Amazon Simple Storage Service</a> (S3) to share the compiled models between different instances.</p> </div> </div> <div class="section" id="setup-environment"> <span id="ec2-then-ec2-setenv"></span><h2><a class="toc-backref" href="#id2">Setup Environment</a><a class="headerlink" href="#setup-environment" title="Permalink to this headline">#</a></h2> <div class="section" id="launch-an-inf2-instance"> <h3><a class="toc-backref" href="#id3">1. Launch an Inf2 Instance</a><a class="headerlink" href="#launch-an-inf2-instance" title="Permalink to this headline">#</a></h3> <blockquote> <div><ul class="simple"> <li><p>Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an Inf2 instance, when choosing the instance type at the EC2 console. Please make sure to select the correct instance type. To get more information about Inf2 instances sizes and pricing see <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf2/">Inf2 web page</a>.</p></li> <li><p>When choosing an Amazon Machine Image (AMI) make sure to select <a class="reference external" href="https://docs.aws.amazon.com/dlami/latest/devguide/conda.html">Deep Learning AMI with Conda Options</a>. Please note that Neuron Conda environments are supported only in Ubuntu 18 DLAMI and Amazon Linux2 DLAMI, Neuron Conda environments are not supported in Amazon Linux DLAMI.</p></li> <li><p>After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-connect-to-instance-linux">Connect to your instance</a> to connect to the instance</p></li> </ul> <div class="admonition note"> <p class="admonition-title">Note</p> <p>You can also launch the instance from AWS CLI, please see <a class="reference internal" href="../../setup/install-templates/inf1/launch-inf1-dlami-aws-cli.html#launch-inf1-dlami-aws-cli"><span class="std std-ref">AWS CLI commands to launch inf2 instances</span></a>.</p> </div> </div></blockquote> </div> <div class="section" id="set-up-a-development-environment"> <h3><a class="toc-backref" href="#id4">2. Set up a development environment</a><a class="headerlink" href="#set-up-a-development-environment" title="Permalink to this headline">#</a></h3> <div class="section" id="enable-pytorch-neuron"> <h4><a class="toc-backref" href="#id5">Enable PyTorch-Neuron</a><a class="headerlink" href="#enable-pytorch-neuron" title="Permalink to this headline">#</a></h4> <div class="admonition important"> <p class="admonition-title">Important</p> <dl class="simple"> <dt>For successful installation or update to next releases (Neuron 1.20.0 and newer):</dt><dd><ul class="simple"> <li><p>Uninstall <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> by running: <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">apt</span> <span class="pre">remove</span> <span class="pre">aws-neuron-dkms</span></code> or <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">yum</span> <span class="pre">remove</span> <span class="pre">aws-neuron-dkms</span></code></p></li> <li><p>Install or upgrade to latest Neuron driver (<code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code>) by following the “Setup Guide” instructions.</p></li> </ul> </dd> </dl> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-0"> PyTorch 1.9.1</label><div class="sd-tab-content docutils"> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-2" name="sd-tab-set-1" type="radio"> <label class="sd-tab-label" for="sd-tab-item-2"> Ubuntu DLAMI</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.</p> </div> <div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo apt-get install linux-headers-$(uname -r) -y # Install Neuron Driver sudo apt-get install aws-neuronx-dkms --allow-change-held-packages -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate PyTorch source activate </pre></div> </div> </div> <input id="sd-tab-item-3" name="sd-tab-set-1" type="radio"> <label class="sd-tab-label" for="sd-tab-item-3"> Amazon Linux DLAMI</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.</p> </div> <div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y # Install Neuron Driver sudo yum versionlock delete aws-neuronx-dkms sudo yum install aws-neuronx-dkms -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate PyTorch source activate </pre></div> </div> </div> </div> </div> <input id="sd-tab-item-1" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-1"> PyTorch 1.8.1</label><div class="sd-tab-content docutils"> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-4" name="sd-tab-set-2" type="radio"> <label class="sd-tab-label" for="sd-tab-item-4"> Ubuntu DLAMI</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.</p> </div> <div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo apt-get install linux-headers-$(uname -r) -y # Install Neuron Driver sudo apt-get install aws-neuronx-dkms --allow-change-held-packages -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate PyTorch source activate aws_neuron_pytorch_p36 </pre></div> </div> </div> <input id="sd-tab-item-5" name="sd-tab-set-2" type="radio"> <label class="sd-tab-label" for="sd-tab-item-5"> Amazon Linux DLAMI</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.</p> </div> <div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Neuron is pre-installed on Deep Learning AMI (DLAMI), latest DLAMI version may not include latest Neuron versions # To update to latest Neuron version, follow "Update to latest release" instruction on Neuron documentation ################################################################################################################ # To install or update to Neuron versions 1.19.1 and newer from previous releases: # - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver ################################################################################################################ # Install OS headers sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y # Install Neuron Driver sudo yum versionlock delete aws-neuronx-dkms sudo yum install aws-neuronx-dkms -y #################################################################################### # Warning: If Linux kernel is updated as a result of OS package update # Neuron driver (aws-neuron-dkms) should be re-installed after reboot #################################################################################### # Activate PyTorch source activate aws_neuron_pytorch_p36 </pre></div> </div> </div> </div> </div> </div> </div> </div> <div class="section" id="set-up-jupyter-notebook"> <h3><a class="toc-backref" href="#id6">3. Set up Jupyter notebook</a><a class="headerlink" href="#set-up-jupyter-notebook" title="Permalink to this headline">#</a></h3> <p>To develop from a Jupyter notebook see <a class="reference internal" href="../../setup/notebook/setup-jupyter-notebook-steps-troubleshooting.html#setup-jupyter-notebook-steps-troubleshooting"><span class="std std-ref">Jupyter Notebook QuickStart</span></a></p> <p>You can also run a Jupyter notebook as a script, first enable the ML framework Conda or Python environment of your choice and see <a class="reference internal" href="../../setup/notebook/running-jupyter-notebook-as-script.html#running-jupyter-notebook-as-script"><span class="std std-ref">Running Jupyter Notebook as script</span></a> for instructions.</p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="ec2-then-ec2-devflow.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Compile with Framework API and Deploy on EC2 Inf1</p> </div> </a> <a class="right-next" id="next-link" href="../training/ec2-flows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">EC2 Flows- Training</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:09.388Z
Amazon EKS — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/eks-flows.html
# Amazon EKS — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Amazon EKS[#](#amazon-eks "Permalink to this headline") Training Note Amazon EKS support is coming soon. _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Amazon EKS — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="EKS Flows - Inference" href="inference/eks-flows.html"> <link rel="prev" title="Train your model on EC2" href="training/ec2/ec2-training.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/eks-flows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="current reference internal" href="#"> Amazon EKS </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/eks-flows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/eks-flows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/general/devflows/eks-flows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Amazon EKS</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="amazon-eks"> <h1>Amazon EKS<a class="headerlink" href="#amazon-eks" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-0"> Inference</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p><a class="reference internal" href="inference/dlc-then-eks-devflow.html#dlc-then-eks-devflow"><span class="std std-ref">Deploy Neuron Container on Elastic Kubernetes Service (EKS)</span></a></p></li> </ul> </div> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio"> <label class="sd-tab-label" for="sd-tab-item-1"> Training</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>Amazon EKS support is coming soon.</p> </div> </div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="training/ec2/ec2-training.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Train your model on EC2</p> </div> </a> <a class="right-next" id="next-link" href="inference/eks-flows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">EKS Flows - Inference</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:09.558Z
EKS Flows - Inference — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/eks-flows.html
# EKS Flows - Inference — AWS Neuron Documentation next Deploy Neuron Container on Elastic Kubernetes Service (EKS)
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>EKS Flows - Inference — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Deploy Neuron Container on Elastic Kubernetes Service (EKS)" href="dlc-then-eks-devflow.html"> <link rel="prev" title="Amazon EKS" href="../eks-flows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/inference/eks-flows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active has-children"> <a class="current reference internal" href="#"> Inference </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/inference/eks-flows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/inference/eks-flows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/inference/eks-flows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>EKS Flows - Inference</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="eks-flows-inference"> <h1>EKS Flows - Inference<a class="headerlink" href="#eks-flows-inference" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <ul class="simple"> <li><p><a class="reference internal" href="dlc-then-eks-devflow.html#dlc-then-eks-devflow"><span class="std std-ref">Deploy Neuron Container on Elastic Kubernetes Service (EKS)</span></a></p></li> </ul> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../eks-flows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Amazon EKS</p> </div> </a> <a class="right-next" id="next-link" href="dlc-then-eks-devflow.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Deploy Neuron Container on Elastic Kubernetes Service (EKS)</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:09.870Z
EKS Flows - Training — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/training/eks-flows.html
# EKS Flows - Training — AWS Neuron Documentation _This document is relevant for_: `Trn1`, `Trn1n` ## EKS Flows - Training[#](#eks-flows-training "Permalink to this headline") Note Amazon EKS support is coming soon. _This document is relevant for_: `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>EKS Flows - Training — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="AWS ECS" href="../ecs-flows.html"> <link rel="prev" title="Deploy Neuron Container on Elastic Kubernetes Service (EKS)" href="../inference/dlc-then-eks-devflow.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/training/eks-flows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3 current active"> <a class="current reference internal" href="#"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/training/eks-flows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/training/eks-flows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/training/eks-flows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>EKS Flows - Training</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="eks-flows-training"> <h1>EKS Flows - Training<a class="headerlink" href="#eks-flows-training" title="Permalink to this headline">#</a></h1> <div class="admonition note"> <p class="admonition-title">Note</p> <p>Amazon EKS support is coming soon.</p> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../inference/dlc-then-eks-devflow.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Deploy Neuron Container on Elastic Kubernetes Service (EKS)</p> </div> </a> <a class="right-next" id="next-link" href="../ecs-flows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">AWS ECS</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:10.126Z
Deploy Neuron Container on Elastic Kubernetes Service (EKS) — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/dlc-then-eks-devflow.html
# Deploy Neuron Container on Elastic Kubernetes Service (EKS) — AWS Neuron Documentation ## [Description](#id2)[#](#description "Permalink to this headline") [![Neuron developer flow for DLC on ECS](../../../_images/dlc-on-eks-dev-flow.png)](../../../_images/dlc-on-eks-dev-flow.png) You can use the Neuron version of the [AWS Deep Learning Containers](https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-tutorials-inference.html) to run inference on Amazon Elastic Kubernetes Service (EKS). In this developer flow, you set up an EKS cluster with Inf1 instances, create a Kubernetes manifest for your inference service and deploy it to your cluster. This developer flow assumes: 1. The model has already been compiled through [Compilation with Framework API on EC2 instance](ec2-then-ec2-devflow.html#ec2-then-ec2-devflow) or through [Compilation with Sagemaker Neo](neo-then-hosting-devflow.html#neo-then-hosting-devflow). 2. You already set up your container to retrieve it from storage.
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Deploy Neuron Container on Elastic Kubernetes Service (EKS) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="EKS Flows - Training" href="../training/eks-flows.html"> <link rel="prev" title="EKS Flows - Inference" href="eks-flows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/inference/dlc-then-eks-devflow", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="eks-flows.html"> Inference </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/inference/dlc-then-eks-devflow.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/inference/dlc-then-eks-devflow.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/inference/dlc-then-eks-devflow.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#self-managed-kubernetes"> Self-managed Kubernetes </a> </li> </ul> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Deploy Neuron Container on Elastic Kubernetes Service (EKS)</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#self-managed-kubernetes"> Self-managed Kubernetes </a> </li> </ul> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="deploy-neuron-container-on-elastic-kubernetes-service-eks"> <span id="dlc-then-eks-devflow"></span><h1>Deploy Neuron Container on Elastic Kubernetes Service (EKS)<a class="headerlink" href="#deploy-neuron-container-on-elastic-kubernetes-service-eks" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#description" id="id2">Description</a></p></li> <li><p><a class="reference internal" href="#setup-environment" id="id3">Setup Environment</a></p> <ul> <li><p><a class="reference internal" href="#self-managed-kubernetes" id="id4">Self-managed Kubernetes</a></p></li> </ul> </li> </ul> </div> <div class="section" id="description"> <h2><a class="toc-backref" href="#id2">Description</a><a class="headerlink" href="#description" title="Permalink to this headline">#</a></h2> <p><a class="reference internal" href="../../../_images/dlc-on-eks-dev-flow.png"><img alt="Neuron developer flow for DLC on ECS" class="align-middle" src="../../../_images/dlc-on-eks-dev-flow.png" style="width: 750px;"></a></p> <p>You can use the Neuron version of the <a class="reference external" href="https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-tutorials-inference.html">AWS Deep Learning Containers</a> to run inference on Amazon Elastic Kubernetes Service (EKS). In this developer flow, you set up an EKS cluster with Inf1 instances, create a Kubernetes manifest for your inference service and deploy it to your cluster. This developer flow assumes:</p> <ol class="arabic simple"> <li><p>The model has already been compiled through <a class="reference internal" href="ec2-then-ec2-devflow.html#ec2-then-ec2-devflow"><span class="std std-ref">Compilation with Framework API on EC2 instance</span></a> or through <a class="reference internal" href="neo-then-hosting-devflow.html#neo-then-hosting-devflow"><span class="std std-ref">Compilation with Sagemaker Neo</span></a>.</p></li> <li><p>You already set up your container to retrieve it from storage.</p></li> </ol> </div> <div class="section" id="setup-environment"> <span id="dlc-then-eks-setenv"></span><h2><a class="toc-backref" href="#id3">Setup Environment</a><a class="headerlink" href="#setup-environment" title="Permalink to this headline">#</a></h2> <ol class="arabic"> <li><dl> <dt>Install pre-requisits:</dt><dd><p>Follow <a class="reference external" href="https://docs.aws.amazon.com/eks/latest/userguide/eksctl.html">these instruction</a> to install or upgrade the <em>eksctl</em> command line utility on your local computer.</p> <p>Follow <a class="reference external" href="https://docs.aws.amazon.com/eks/latest/userguide/install-kubectl.html">these instruction</a> to install <em>kubectl</em> in the same computer. <em>kubectl</em> is a command line tool for working with Kubernetes clusters.</p> </dd> </dl> </li> <li><p>Follow the instructions in this <a class="reference external" href="https://docs.aws.amazon.com/eks/latest/userguide/inferentia-support.html">EKS documentation link</a> to set up AWS Inferentia on your EKS cluster. Using the YML deployment manifest shown <a class="reference external" href="https://docs.aws.amazon.com/eks/latest/userguide/inferentia-support.html#deploy-tensorflow-serving-application">in the same link</a>, replace the <cite>image</cite> in the <cite>containers</cite> specification with the one you built using <a class="reference internal" href="../../../containers/tutorials/build-run-neuron-container.html#how-to-build-neuron-container"><span class="std std-ref">Tutorial How to Build and Run a Neuron Container</span></a> above.</p> <div class="admonition note"> <p class="admonition-title">Note</p> <p>Before deploying your task definition to your EKS cluster, make sure to push the image to ECR. Refer to <a class="reference external" href="https://docs.aws.amazon.com/AmazonECR/latest/userguide/docker-push-ecr-image.html">Pushing a Docker image</a> for more information.</p> </div> </li> </ol> <div class="section" id="self-managed-kubernetes"> <h3><a class="toc-backref" href="#id4">Self-managed Kubernetes</a><a class="headerlink" href="#self-managed-kubernetes" title="Permalink to this headline">#</a></h3> <p>Please refer to <a class="reference internal" href="../../../containers/tutorials/k8s-setup.html#tutorial-k8s-env-setup-for-neuron"><span class="std std-ref">Kubernetes environment setup for Neuron</span></a>. In <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html#example-deploy-rn50-as-k8s-service"><span class="std std-ref">Deploy a TensorFlow Resnet50 model as a Kubernetes service</span></a>, the container image referenced in the YML manifest is created using <a class="reference internal" href="../../../containers/tutorials/build-run-neuron-container.html#how-to-build-neuron-container"><span class="std std-ref">Tutorial How to Build and Run a Neuron Container</span></a>.</p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="eks-flows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">EKS Flows - Inference</p> </div> </a> <a class="right-next" id="next-link" href="../training/eks-flows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">EKS Flows - Training</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:10.437Z
AWS ECS — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/ecs-flows.html
# AWS ECS — AWS Neuron Documentation Note Amazon ECS supports Trn1. An example of how to train a model with Neuron using ECS is coming soon.
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>AWS ECS — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="ECS FLOWS - Inference" href="inference/ecs-flows.html"> <link rel="prev" title="EKS Flows - Training" href="training/eks-flows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/ecs-flows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="current reference internal" href="#"> AWS ECS </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/ecs-flows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/ecs-flows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/general/devflows/ecs-flows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>AWS ECS</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="aws-ecs"> <h1>AWS ECS<a class="headerlink" href="#aws-ecs" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-0"> Inference</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p><a class="reference internal" href="inference/dlc-then-ecs-devflow.html#dlc-then-ecs-devflow"><span class="std std-ref">Deploy Neuron Container on Elastic Container Service (ECS)</span></a></p></li> </ul> </div> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio"> <label class="sd-tab-label" for="sd-tab-item-1"> Training</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>Amazon ECS supports Trn1.</p> <p>An example of how to train a model with Neuron using ECS is coming soon.</p> </div> </div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="training/eks-flows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">EKS Flows - Training</p> </div> </a> <a class="right-next" id="next-link" href="inference/ecs-flows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">ECS FLOWS - Inference</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:10.637Z
ECS FLOWS - Inference — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/ecs-flows.html
# ECS FLOWS - Inference — AWS Neuron Documentation next Deploy Neuron Container on Elastic Container Service (ECS)
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>ECS FLOWS - Inference — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Deploy Neuron Container on Elastic Container Service (ECS)" href="dlc-then-ecs-devflow.html"> <link rel="prev" title="AWS ECS" href="../ecs-flows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/inference/ecs-flows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active has-children"> <a class="current reference internal" href="#"> Inference </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/inference/ecs-flows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/inference/ecs-flows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/inference/ecs-flows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>ECS FLOWS - Inference</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="ecs-flows-inference"> <h1>ECS FLOWS - Inference<a class="headerlink" href="#ecs-flows-inference" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <ul class="simple"> <li><p><a class="reference internal" href="dlc-then-ecs-devflow.html#dlc-then-ecs-devflow"><span class="std std-ref">Deploy Neuron Container on Elastic Container Service (ECS)</span></a></p></li> </ul> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../ecs-flows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">AWS ECS</p> </div> </a> <a class="right-next" id="next-link" href="dlc-then-ecs-devflow.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Deploy Neuron Container on Elastic Container Service (ECS)</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:10.913Z
Deploy Neuron Container on Elastic Container Service (ECS) — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/dlc-then-ecs-devflow.html
# Deploy Neuron Container on Elastic Container Service (ECS) — AWS Neuron Documentation ## [Description](#id1)[#](#description "Permalink to this headline") [![Neuron developer flow for DLC on ECS](../../../_images/dlc-on-ecs-dev-flow.png)](../../../_images/dlc-on-ecs-dev-flow.png) You can use the Neuron version of the [AWS Deep Learning Containers](https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-tutorials-inference.html) to run inference on Amazon Elastic Container Service (ECS). In this developer flow, you set up an ECS cluster with inf1 instances, create a task description for your inference service and deploy it to your cluster. This developer flow assumes: 1. The model has already been compiled through [Compilation with Framework API on EC2 instance](ec2-then-ec2-devflow.html#ec2-then-ec2-devflow) or through [Compilation with Sagemaker Neo](neo-then-hosting-devflow.html#neo-then-hosting-devflow). 2. You already set up your container to retrieve it from storage.
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Deploy Neuron Container on Elastic Container Service (ECS) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="ECS Flows- Training" href="../training/ecs-flows.html"> <link rel="prev" title="ECS FLOWS - Inference" href="ecs-flows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/inference/dlc-then-ecs-devflow", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="ecs-flows.html"> Inference </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/devflows/inference/dlc-then-ecs-devflow.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/dlc-then-ecs-devflow.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/devflows/inference/dlc-then-ecs-devflow.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/devflows/inference/dlc-then-ecs-devflow.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/devflows/inference/dlc-then-ecs-devflow.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/devflows/inference/dlc-then-ecs-devflow.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/devflows/inference/dlc-then-ecs-devflow.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/devflows/inference/dlc-then-ecs-devflow.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/devflows/inference/dlc-then-ecs-devflow.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/devflows/inference/dlc-then-ecs-devflow.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/devflows/inference/dlc-then-ecs-devflow.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/devflows/inference/dlc-then-ecs-devflow.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/devflows/inference/dlc-then-ecs-devflow.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/devflows/inference/dlc-then-ecs-devflow.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/devflows/inference/dlc-then-ecs-devflow.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/devflows/inference/dlc-then-ecs-devflow.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/devflows/inference/dlc-then-ecs-devflow.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/devflows/inference/dlc-then-ecs-devflow.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/devflows/inference/dlc-then-ecs-devflow.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/devflows/inference/dlc-then-ecs-devflow.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/devflows/inference/dlc-then-ecs-devflow.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/devflows/inference/dlc-then-ecs-devflow.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/devflows/inference/dlc-then-ecs-devflow.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/devflows/inference/dlc-then-ecs-devflow.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/devflows/inference/dlc-then-ecs-devflow.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/devflows/inference/dlc-then-ecs-devflow.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/devflows/inference/dlc-then-ecs-devflow.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/devflows/inference/dlc-then-ecs-devflow.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/devflows/inference/dlc-then-ecs-devflow.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/devflows/inference/dlc-then-ecs-devflow.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/devflows/inference/dlc-then-ecs-devflow.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/inference/dlc-then-ecs-devflow.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/inference/dlc-then-ecs-devflow.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/inference/dlc-then-ecs-devflow.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Deploy Neuron Container on Elastic Container Service (ECS)</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="deploy-neuron-container-on-elastic-container-service-ecs"> <span id="dlc-then-ecs-devflow"></span><h1>Deploy Neuron Container on Elastic Container Service (ECS)<a class="headerlink" href="#deploy-neuron-container-on-elastic-container-service-ecs" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#description" id="id1">Description</a></p></li> <li><p><a class="reference internal" href="#setup-environment" id="id2">Setup Environment</a></p></li> </ul> </div> <div class="section" id="description"> <h2><a class="toc-backref" href="#id1">Description</a><a class="headerlink" href="#description" title="Permalink to this headline">#</a></h2> <p><a class="reference internal" href="../../../_images/dlc-on-ecs-dev-flow.png"><img alt="Neuron developer flow for DLC on ECS" class="align-middle" src="../../../_images/dlc-on-ecs-dev-flow.png" style="width: 750px;"></a></p> <p>You can use the Neuron version of the <a class="reference external" href="https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-tutorials-inference.html">AWS Deep Learning Containers</a> to run inference on Amazon Elastic Container Service (ECS). In this developer flow, you set up an ECS cluster with inf1 instances, create a task description for your inference service and deploy it to your cluster. This developer flow assumes:</p> <ol class="arabic simple"> <li><p>The model has already been compiled through <a class="reference internal" href="ec2-then-ec2-devflow.html#ec2-then-ec2-devflow"><span class="std std-ref">Compilation with Framework API on EC2 instance</span></a> or through <a class="reference internal" href="neo-then-hosting-devflow.html#neo-then-hosting-devflow"><span class="std std-ref">Compilation with Sagemaker Neo</span></a>.</p></li> <li><p>You already set up your container to retrieve it from storage.</p></li> </ol> </div> <div class="section" id="setup-environment"> <span id="dlc-then-ecs-setenv"></span><h2><a class="toc-backref" href="#id2">Setup Environment</a><a class="headerlink" href="#setup-environment" title="Permalink to this headline">#</a></h2> <ol class="arabic"> <li><dl class="simple"> <dt>Set up an Amazon ECS cluster:</dt><dd><p>Follow the instructions on <a class="reference external" href="https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-setting-up-ecs.html">Setting up Amazon ECS for Deep Learning Containers</a></p> </dd> </dl> </li> <li><dl> <dt>Define an Inference Task:</dt><dd><p>Use the instruction on the <a class="reference external" href="https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-tutorials-inference.html">DLC Inference on ECS Tutorial</a> to define a task and create a service for the appropriate framework.</p> <p>When creating tasks for inf1 instances on ECS, be aware of the considerations and requirements listed in <a class="reference external" href="https://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-inference.html">Working with inference workloads on Amazon ECS</a>.</p> </dd> </dl> </li> <li><p>Use the container image created using <a class="reference internal" href="../../../containers/tutorials/build-run-neuron-container.html#how-to-build-neuron-container"><span class="std std-ref">Tutorial How to Build and Run a Neuron Container</span></a> as the <code class="docutils literal notranslate"><span class="pre">image</span></code> in your task definition.</p> <div class="admonition note" id="push-to-ecr-note"> <p class="admonition-title">Note</p> <p>Before deploying your task definition to your ECS cluster, make sure to push the image to ECR. Refer to <a class="reference external" href="https://docs.aws.amazon.com/AmazonECR/latest/userguide/docker-push-ecr-image.html">Pushing a Docker image</a> for more information.</p> </div> </li> </ol> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="ecs-flows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">ECS FLOWS - Inference</p> </div> </a> <a class="right-next" id="next-link" href="../training/ecs-flows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">ECS Flows- Training</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:11.261Z
ECS Flows- Training — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/training/ecs-flows.html
# ECS Flows- Training — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Trn1`, `Trn1n` ## ECS Flows- Training[#](#ecs-flows-training "Permalink to this headline") Note Amazon ECS supports Trn1. An example of how to train a model with Neuron using ECS is coming soon. _This document is relevant for_: `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>ECS Flows- Training — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Sagemaker" href="../sagemaker-flows.html"> <link rel="prev" title="Deploy Neuron Container on Elastic Container Service (ECS)" href="../inference/dlc-then-ecs-devflow.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/training/ecs-flows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3 current active"> <a class="current reference internal" href="#"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/training/ecs-flows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/training/ecs-flows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/training/ecs-flows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>ECS Flows- Training</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="ecs-flows-training"> <h1>ECS Flows- Training<a class="headerlink" href="#ecs-flows-training" title="Permalink to this headline">#</a></h1> <div class="admonition note"> <p class="admonition-title">Note</p> <p>Amazon ECS supports Trn1.</p> <p>An example of how to train a model with Neuron using ECS is coming soon.</p> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../inference/dlc-then-ecs-devflow.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Deploy Neuron Container on Elastic Container Service (ECS)</p> </div> </a> <a class="right-next" id="next-link" href="../sagemaker-flows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Sagemaker</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:12.222Z
Sagemaker Flows - Inference — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/sagemaker-flows.html
# Sagemaker Flows - Inference — AWS Neuron Documentation next Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Sagemaker Flows - Inference — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)" href="byoc-hosting-devflow-inf2.html"> <link rel="prev" title="Sagemaker" href="../sagemaker-flows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/inference/sagemaker-flows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active has-children"> <a class="current reference internal" href="#"> Inference </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/inference/sagemaker-flows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/inference/sagemaker-flows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/inference/sagemaker-flows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Sagemaker Flows - Inference</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="sagemaker-flows-inference"> <h1>Sagemaker Flows - Inference<a class="headerlink" href="#sagemaker-flows-inference" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <ul class="simple"> <li><p><a class="reference internal" href="byoc-hosting-devflow-inf2.html#byoc-hosting-devflow-inf2"><span class="std std-ref">Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)</span></a></p></li> <li><p><a class="reference internal" href="byoc-hosting-devflow.html#byoc-hosting-devflow"><span class="std std-ref">Bring Your Own Neuron Container to Sagemaker Hosting (inf1)</span></a></p></li> <li><p><a class="reference internal" href="neo-then-hosting-devflow.html#neo-then-hosting-devflow"><span class="std std-ref">Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)</span></a></p></li> <li><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">AWS Neuron Sagemaker Samples GitHub Repository</a></p></li> </ul> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../sagemaker-flows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Sagemaker</p> </div> </a> <a class="right-next" id="next-link" href="byoc-hosting-devflow-inf2.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:13.213Z
Parallel Cluster Flows- Training — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/training/parallelcluster-flows.html
# Parallel Cluster Flows- Training — AWS Neuron Documentation - [repository](https://github.com/aws-neuron/aws-neuron-sdk) - [open issue](https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/training/parallelcluster-flows.html&body=Your%20issue%20content%20here.) - [suggest edit](https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/training/parallelcluster-flows.rst) - [.rst](../../../_sources/general/devflows/training/parallelcluster-flows.rst.txt) ## Parallel Cluster Flows- Training _This document is relevant for_: `Trn1`, `Trn1n` ## Parallel Cluster Flows- Training[#](#parallel-cluster-flows-training "Permalink to this headline") - [Train your model on ParallelCluster](parallelcluster/parallelcluster-training.html#parallelcluster-training) _This document is relevant for_: `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Parallel Cluster Flows- Training — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Train your model on ParallelCluster" href="parallelcluster/parallelcluster-training.html"> <link rel="prev" title="Parallel Cluster Flows - Inference" href="../inference/parallelcluster-flows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/training/parallelcluster-flows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="../inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 current active has-children"> <a class="current reference internal" href="#"> Training </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/training/parallelcluster-flows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/training/parallelcluster-flows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/training/parallelcluster-flows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Parallel Cluster Flows- Training</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="parallel-cluster-flows-training"> <h1>Parallel Cluster Flows- Training<a class="headerlink" href="#parallel-cluster-flows-training" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <ul class="simple"> <li><p><a class="reference internal" href="parallelcluster/parallelcluster-training.html#parallelcluster-training"><span class="std std-ref">Train your model on ParallelCluster</span></a></p></li> </ul> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../inference/parallelcluster-flows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Parallel Cluster Flows - Inference</p> </div> </a> <a class="right-next" id="next-link" href="parallelcluster/parallelcluster-training.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Train your model on ParallelCluster</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:13.568Z
Sagemaker Flows- Training — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/training/sagemaker-flows.html
# Sagemaker Flows- Training — AWS Neuron Documentation - [repository](https://github.com/aws-neuron/aws-neuron-sdk) - [open issue](https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/training/sagemaker-flows.html&body=Your%20issue%20content%20here.) - [suggest edit](https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/training/sagemaker-flows.rst) - [.rst](../../../_sources/general/devflows/training/sagemaker-flows.rst.txt) ## Sagemaker Flows- Training _This document is relevant for_: `Trn1`, `Trn1n` ## Sagemaker Flows- Training[#](#sagemaker-flows-training "Permalink to this headline") - [Train your model on SageMaker](sm-devflow/sm-training-devflow.html#sm-training-devflow) - [AWS Neuron Sagemaker Samples GitHub Repository](https://github.com/aws-neuron/aws-neuron-sagemaker-samples) _This document is relevant for_: `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Sagemaker Flows- Training — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Train your model on SageMaker" href="sm-devflow/sm-training-devflow.html"> <link rel="prev" title="Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)" href="../inference/neo-then-hosting-devflow.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/training/sagemaker-flows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 current active has-children"> <a class="current reference internal" href="#"> Training </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/training/sagemaker-flows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/training/sagemaker-flows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/training/sagemaker-flows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Sagemaker Flows- Training</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="sagemaker-flows-training"> <h1>Sagemaker Flows- Training<a class="headerlink" href="#sagemaker-flows-training" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <ul class="simple"> <li><p><a class="reference internal" href="sm-devflow/sm-training-devflow.html#sm-training-devflow"><span class="std std-ref">Train your model on SageMaker</span></a></p></li> <li><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">AWS Neuron Sagemaker Samples GitHub Repository</a></p></li> </ul> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../inference/neo-then-hosting-devflow.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)</p> </div> </a> <a class="right-next" id="next-link" href="sm-devflow/sm-training-devflow.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Train your model on SageMaker</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:14.132Z
Parallel Cluster Flows - Inference — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/parallelcluster-flows.html
# Parallel Cluster Flows - Inference — AWS Neuron Documentation ## Parallel Cluster Flows - Inference _This document is relevant for_: `Inf1` ## Parallel Cluster Flows - Inference[#](#parallel-cluster-flows-inference "Permalink to this headline") Note AWS ParallelCluster support is coming soon. _This document is relevant for_: `Inf1`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Parallel Cluster Flows - Inference — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Parallel Cluster Flows- Training" href="../training/parallelcluster-flows.html"> <link rel="prev" title="Parallel Cluster" href="../parallelcluster-flows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/inference/parallelcluster-flows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active"> <a class="current reference internal" href="#"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/inference/parallelcluster-flows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/inference/parallelcluster-flows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/inference/parallelcluster-flows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Parallel Cluster Flows - Inference</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="parallel-cluster-flows-inference"> <h1>Parallel Cluster Flows - Inference<a class="headerlink" href="#parallel-cluster-flows-inference" title="Permalink to this headline">#</a></h1> <div class="admonition note"> <p class="admonition-title">Note</p> <p>AWS ParallelCluster support is coming soon.</p> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../parallelcluster-flows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Parallel Cluster</p> </div> </a> <a class="right-next" id="next-link" href="../training/parallelcluster-flows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Parallel Cluster Flows- Training</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:14.406Z
Parallel Cluster — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/parallelcluster-flows.html
# Parallel Cluster — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Parallel Cluster[#](#parallel-cluster "Permalink to this headline") Inference Note AWS ParallelCluster support is coming soon. _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Parallel Cluster — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="Parallel Cluster Flows - Inference" href="inference/parallelcluster-flows.html"> <link rel="prev" title="Train your model on SageMaker" href="training/sm-devflow/sm-training-devflow.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/parallelcluster-flows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="current reference internal" href="#"> Parallel Cluster </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/parallelcluster-flows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/parallelcluster-flows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/general/devflows/parallelcluster-flows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Parallel Cluster</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="parallel-cluster"> <h1>Parallel Cluster<a class="headerlink" href="#parallel-cluster" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-0"> Training</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p><a class="reference internal" href="training/parallelcluster/parallelcluster-training.html#parallelcluster-training"><span class="std std-ref">Train your model on ParallelCluster</span></a></p></li> </ul> </div> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio"> <label class="sd-tab-label" for="sd-tab-item-1"> Inference</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>AWS ParallelCluster support is coming soon.</p> </div> </div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="training/sm-devflow/sm-training-devflow.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Train your model on SageMaker</p> </div> </a> <a class="right-next" id="next-link" href="inference/parallelcluster-flows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Parallel Cluster Flows - Inference</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:14.632Z
AWS Batch Flows — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/aws-batch-flows.html
# AWS Batch Flows — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## AWS Batch Flows[#](#aws-batch-flows "Permalink to this headline") Inference Note AWS Batch supports Inf1. An example of how to deploy a model with Neuron using Batch is coming soon. Training Note AWS Batch support is coming soon. _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>AWS Batch Flows — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="AWS Batch Flows - Inference" href="inference/aws-batch-flows.html"> <link rel="prev" title="Train your model on ParallelCluster" href="training/parallelcluster/parallelcluster-training.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/aws-batch-flows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="current reference internal" href="#"> AWS Batch Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/aws-batch-flows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/aws-batch-flows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/general/devflows/aws-batch-flows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>AWS Batch Flows</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="aws-batch-flows"> <h1>AWS Batch Flows<a class="headerlink" href="#aws-batch-flows" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-0"> Inference</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>AWS Batch supports Inf1.</p> <p>An example of how to deploy a model with Neuron using Batch is coming soon.</p> </div> </div> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio"> <label class="sd-tab-label" for="sd-tab-item-1"> Training</label><div class="sd-tab-content docutils"> <div class="admonition note"> <p class="admonition-title">Note</p> <p>AWS Batch support is coming soon.</p> </div> </div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="training/parallelcluster/parallelcluster-training.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Train your model on ParallelCluster</p> </div> </a> <a class="right-next" id="next-link" href="inference/aws-batch-flows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">AWS Batch Flows - Inference</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:14.791Z
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/neo-then-hosting-devflow.html
# Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) — AWS Neuron Documentation _This document is relevant for_: `Inf1` ## Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)[#](#compile-with-sagemaker-neo-and-deploy-on-sagemaker-hosting-inf1 "Permalink to this headline") Table of Contents - [Description](#description) - [Setup Environment](#setup-environment) ## [Description](#id1)[#](#description "Permalink to this headline") [![Neuron developer flow on SageMaker Neo](../../../_images/neo-then-hosting-dev-flow.png)](../../../_images/neo-then-hosting-dev-flow.png) You can use SageMaker Neo to compile models for deployment on SageMaker Hosting using ml.inf1 instances. In this developer flow, you provision a Sagemaker Notebook instance to train, compile and deploy your model using the SageMaker Python SDK. Follow the steps bellow to setup your environment. ## [Setup Environment](#id2)[#](#setup-environment "Permalink to this headline") 1. Create an Amazon SageMaker Notebook Instance: > Follow the instructions in [Get Started with Notebook Instances](https://docs.aws.amazon.com/sagemaker/latest/dg/gs-setup-working-env.html) > > The Notebook instance created provides the required Python SDK for training, compiling and deploying models with Amazon SageMaker. 2. Compile a model using the Amazon SageMaker SDK: _This document is relevant for_: `Inf1`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Sagemaker Flows- Training" href="../training/sagemaker-flows.html"> <link rel="prev" title="Bring Your Own Neuron Container to Sagemaker Hosting (inf1)" href="byoc-hosting-devflow.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/inference/neo-then-hosting-devflow", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="sagemaker-flows.html"> Inference </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/devflows/inference/neo-then-hosting-devflow.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/neo-then-hosting-devflow.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/devflows/inference/neo-then-hosting-devflow.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/devflows/inference/neo-then-hosting-devflow.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/devflows/inference/neo-then-hosting-devflow.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/devflows/inference/neo-then-hosting-devflow.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/devflows/inference/neo-then-hosting-devflow.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/devflows/inference/neo-then-hosting-devflow.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/devflows/inference/neo-then-hosting-devflow.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/devflows/inference/neo-then-hosting-devflow.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/devflows/inference/neo-then-hosting-devflow.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/devflows/inference/neo-then-hosting-devflow.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/devflows/inference/neo-then-hosting-devflow.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/devflows/inference/neo-then-hosting-devflow.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/devflows/inference/neo-then-hosting-devflow.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/devflows/inference/neo-then-hosting-devflow.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/devflows/inference/neo-then-hosting-devflow.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/devflows/inference/neo-then-hosting-devflow.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/devflows/inference/neo-then-hosting-devflow.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/devflows/inference/neo-then-hosting-devflow.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/devflows/inference/neo-then-hosting-devflow.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/devflows/inference/neo-then-hosting-devflow.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/devflows/inference/neo-then-hosting-devflow.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/devflows/inference/neo-then-hosting-devflow.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/devflows/inference/neo-then-hosting-devflow.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/devflows/inference/neo-then-hosting-devflow.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/devflows/inference/neo-then-hosting-devflow.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/devflows/inference/neo-then-hosting-devflow.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/devflows/inference/neo-then-hosting-devflow.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/devflows/inference/neo-then-hosting-devflow.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/devflows/inference/neo-then-hosting-devflow.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/inference/neo-then-hosting-devflow.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/inference/neo-then-hosting-devflow.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/inference/neo-then-hosting-devflow.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="compile-with-sagemaker-neo-and-deploy-on-sagemaker-hosting-inf1"> <span id="neo-then-hosting-devflow"></span><h1>Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)<a class="headerlink" href="#compile-with-sagemaker-neo-and-deploy-on-sagemaker-hosting-inf1" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#description" id="id1">Description</a></p></li> <li><p><a class="reference internal" href="#setup-environment" id="id2">Setup Environment</a></p></li> </ul> </div> <div class="section" id="description"> <h2><a class="toc-backref" href="#id1">Description</a><a class="headerlink" href="#description" title="Permalink to this headline">#</a></h2> <p><a class="reference internal" href="../../../_images/neo-then-hosting-dev-flow.png"><img alt="Neuron developer flow on SageMaker Neo" class="align-middle" src="../../../_images/neo-then-hosting-dev-flow.png" style="width: 700px;"></a></p> <p>You can use SageMaker Neo to compile models for deployment on SageMaker Hosting using ml.inf1 instances. In this developer flow, you provision a Sagemaker Notebook instance to train, compile and deploy your model using the SageMaker Python SDK. Follow the steps bellow to setup your environment.</p> </div> <div class="section" id="setup-environment"> <span id="neo-then-hosting-setenv"></span><h2><a class="toc-backref" href="#id2">Setup Environment</a><a class="headerlink" href="#setup-environment" title="Permalink to this headline">#</a></h2> <ol class="arabic"> <li><p>Create an Amazon SageMaker Notebook Instance:</p> <blockquote> <div><p>Follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/sagemaker/latest/dg/gs-setup-working-env.html">Get Started with Notebook Instances</a></p> <p>The Notebook instance created provides the required Python SDK for training, compiling and deploying models with Amazon SageMaker.</p> </div></blockquote> </li> <li><p>Compile a model using the Amazon SageMaker SDK:</p> <blockquote> <div><p>Refer to <a class="reference external" href="https://docs.aws.amazon.com/sagemaker/latest/dg/neo-supported-cloud.html">Supported Instances Types and Frameworks</a> for information on the framework versions currently supported by Amazon SageMaker Neo on AWS Inferentia.</p> <p>More information about compiling and deploying models with Amazon SageMaker Neo can be found on <a class="reference external" href="https://docs.aws.amazon.com/sagemaker/latest/dg/neo-job-compilation.html">Use Neo to Compile a Model</a></p> </div></blockquote> </li> </ol> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="byoc-hosting-devflow.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Bring Your Own Neuron Container to Sagemaker Hosting (inf1)</p> </div> </a> <a class="right-next" id="next-link" href="../training/sagemaker-flows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Sagemaker Flows- Training</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:15.003Z
Train your model on SageMaker — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/training/sm-devflow/sm-training-devflow.html
# Train your model on SageMaker — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## Train your model on SageMaker[#](#train-your-model-on-sagemaker "Permalink to this headline") Table of Contents - [Description](#description) - [Setup environment](#setup-environment) ## [Description](#id2)[#](#description "Permalink to this headline") SageMaker Training helps you manage cloud computing resources in Amazon EC2, data storage services such as S3, EFS, and FSx, and security management services such as IAM and VPC. SageMaker Training provides you a complete end-to-end experience of training classical ML and state-of-the-art DL models. You can use SageMaker to train models using Trn1 instances (ml.trn1 instance types). In this developer flow, you provision a SageMaker Notebook instance or SageMaker Studio to train your model using the [SageMaker Python SDK](https://sagemaker.readthedocs.io/en/stable/index.html). The Amazon SageMaker Python SDK lets you launch training jobs in just a few lines of code with ease. As shown in the below diagram Amazon SageMaker launches Trn1 instances, copies both data and code onto the instance. It then runs the training script to generate model artifacts. The trained model artifacts are then uploaded to S3 and finally SageMaker will terminate the provisioned instances. In order to speed up the training process for successive runs you can copy the [Neuron Persistent Cache](https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-features/neuron-caching.html) to S3 and then copied by future training jobs as they will leverage the cached artifacts. (See [Hugging Face fine tuning BERT base model on Amazon SageMaker Tutorial](https://github.com/aws-neuron/aws-neuron-sagemaker-samples/tree/main/training/trn1-bert-fine-tuning-on-sagemaker) for an example on how to reuse the compiled cache.) ![../../../../_images/trn1-on-sm-dev-flow.png](../../../../_images/trn1-on-sm-dev-flow.png) ## [Setup environment](#id3)[#](#setup-environment "Permalink to this headline") 1. Create an Amazon SageMaker Notebook Instance Follow the instructions in [Get Started with Notebook Instances](https://docs.aws.amazon.com/sagemaker/latest/dg/gs-console.html) or [Use Amazon SageMaker Studio Notebooks](https://docs.aws.amazon.com/sagemaker/latest/dg/notebooks.html). The Notebook instance provides the required Python SDK for training models with Amazon SageMaker. Please make sure SageMaker Python SDK version is 2.116.0 or later. 2. Train a model using the Amazon SageMaker SDK Follow the instructions in [Distributed Training with PyTorch Neuron on Trn1 instances](https://sagemaker.readthedocs.io/en/stable/frameworks/pytorch/using_pytorch.html#distributed-training-with-pytorch-neuron-on-trn1-instances). You’ll be able to follow the [Hugging Face fine tuning BERT base model on Amazon SageMaker Tutorial](https://github.com/aws-neuron/aws-neuron-sagemaker-samples/tree/main/training/trn1-bert-fine-tuning-on-sagemaker). Note SageMaker support for EC2 Trn1 instance is currently available only for PyTorch Estimator. HuggingFace Estimator will be available in future release. _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Train your model on SageMaker — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css"> <link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script> <script src="../../../../_static/jquery.js"></script> <script src="../../../../_static/underscore.js"></script> <script src="../../../../_static/doctools.js"></script> <script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../../_static/contentui.js"></script> <script src="../../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../../genindex.html"> <link rel="search" title="Search" href="../../../../search.html"> <link rel="next" title="Parallel Cluster" href="../../parallelcluster-flows.html"> <link rel="prev" title="Sagemaker Flows- Training" href="../sagemaker-flows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/training/sm-devflow/sm-training-devflow", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../../sagemaker-flows.html"> Sagemaker </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Training </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/training/sm-devflow/sm-training-devflow.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/training/sm-devflow/sm-training-devflow.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../../_sources/general/devflows/training/sm-devflow/sm-training-devflow.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup environment </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Train your model on SageMaker</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup environment </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="train-your-model-on-sagemaker"> <span id="sm-training-devflow"></span><h1>Train your model on SageMaker<a class="headerlink" href="#train-your-model-on-sagemaker" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#description" id="id2">Description</a></p></li> <li><p><a class="reference internal" href="#setup-environment" id="id3">Setup environment</a></p></li> </ul> </div> <div class="section" id="description"> <h2><a class="toc-backref" href="#id2">Description</a><a class="headerlink" href="#description" title="Permalink to this headline">#</a></h2> <p>SageMaker Training helps you manage cloud computing resources in Amazon EC2, data storage services such as S3, EFS, and FSx, and security management services such as IAM and VPC. SageMaker Training provides you a complete end-to-end experience of training classical ML and state-of-the-art DL models.</p> <p>You can use SageMaker to train models using Trn1 instances (ml.trn1 instance types). In this developer flow, you provision a SageMaker Notebook instance or SageMaker Studio to train your model using the <a class="reference external" href="https://sagemaker.readthedocs.io/en/stable/index.html">SageMaker Python SDK</a>.</p> <p>The Amazon SageMaker Python SDK lets you launch training jobs in just a few lines of code with ease. As shown in the below diagram Amazon SageMaker launches Trn1 instances, copies both data and code onto the instance. It then runs the training script to generate model artifacts. The trained model artifacts are then uploaded to S3 and finally SageMaker will terminate the provisioned instances. In order to speed up the training process for successive runs you can copy the <a class="reference external" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-features/neuron-caching.html">Neuron Persistent Cache</a> to S3 and then copied by future training jobs as they will leverage the cached artifacts. (See <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples/tree/main/training/trn1-bert-fine-tuning-on-sagemaker">Hugging Face fine tuning BERT base model on Amazon SageMaker Tutorial</a> for an example on how to reuse the compiled cache.)</p> <img alt="../../../../_images/trn1-on-sm-dev-flow.png" src="../../../../_images/trn1-on-sm-dev-flow.png"> </div> <div class="section" id="setup-environment"> <h2><a class="toc-backref" href="#id3">Setup environment</a><a class="headerlink" href="#setup-environment" title="Permalink to this headline">#</a></h2> <ol class="arabic"> <li><p>Create an Amazon SageMaker Notebook Instance</p> <p>Follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/sagemaker/latest/dg/gs-console.html">Get Started with Notebook Instances</a> or <a class="reference external" href="https://docs.aws.amazon.com/sagemaker/latest/dg/notebooks.html">Use Amazon SageMaker Studio Notebooks</a>. The Notebook instance provides the required Python SDK for training models with Amazon SageMaker. Please make sure SageMaker Python SDK version is 2.116.0 or later.</p> </li> <li><p>Train a model using the Amazon SageMaker SDK</p> <p>Follow the instructions in <a class="reference external" href="https://sagemaker.readthedocs.io/en/stable/frameworks/pytorch/using_pytorch.html#distributed-training-with-pytorch-neuron-on-trn1-instances">Distributed Training with PyTorch Neuron on Trn1 instances</a>. You’ll be able to follow the <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples/tree/main/training/trn1-bert-fine-tuning-on-sagemaker">Hugging Face fine tuning BERT base model on Amazon SageMaker Tutorial</a>.</p> <div class="admonition note"> <p class="admonition-title">Note</p> <p>SageMaker support for EC2 Trn1 instance is currently available only for PyTorch Estimator. HuggingFace Estimator will be available in future release.</p> </div> </li> </ol> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../sagemaker-flows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Sagemaker Flows- Training</p> </div> </a> <a class="right-next" id="next-link" href="../../parallelcluster-flows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Parallel Cluster</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:15.072Z
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/byoc-hosting-devflow-inf2.html
# Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) — AWS Neuron Documentation ## [Description](#id2)[#](#description "Permalink to this headline") [![Neuron developer flow on SageMaker Neo](../../../_images/byoc-then-hosting-dev-flow.png)](../../../_images/byoc-then-hosting-dev-flow.png) You can use a SageMaker Notebook or an EC2 instance to compile models and build your own containers for deployment on SageMaker Hosting using ml.inf2 instances. In this developer flow, you provision a Sagemaker Notebook or an EC2 instance to train and compile your model to Inferentia. Then you deploy your model to SageMaker Hosting using the [SageMaker Python SDK](https://sagemaker.readthedocs.io/en/stable/index.html). You may not need to create a container to bring your own **code** to Amazon SageMaker. When you are using a framework such as TensorFlow or PyTorch that has direct support in SageMaker, you can simply supply the Python code that implements your algorithm using the SDK entry points for that framework. Follow the steps bellow to setup your environment. Once your environment is set you’ll be able to follow the [Compiling and Deploying HuggingFace Pretrained BERT on Inf2 on Amazon SageMaker Sample](https://github.com/aws-neuron/aws-neuron-sagemaker-samples/tree/master/inference/inf2-bert-on-sagemaker).
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Bring Your Own Neuron Container to Sagemaker Hosting (inf1)" href="byoc-hosting-devflow.html"> <link rel="prev" title="Sagemaker Flows - Inference" href="sagemaker-flows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/inference/byoc-hosting-devflow-inf2", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="sagemaker-flows.html"> Inference </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/devflows/inference/byoc-hosting-devflow-inf2.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/byoc-hosting-devflow-inf2.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/devflows/inference/byoc-hosting-devflow-inf2.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/devflows/inference/byoc-hosting-devflow-inf2.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/devflows/inference/byoc-hosting-devflow-inf2.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/devflows/inference/byoc-hosting-devflow-inf2.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/devflows/inference/byoc-hosting-devflow-inf2.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/devflows/inference/byoc-hosting-devflow-inf2.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/devflows/inference/byoc-hosting-devflow-inf2.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/devflows/inference/byoc-hosting-devflow-inf2.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/devflows/inference/byoc-hosting-devflow-inf2.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/devflows/inference/byoc-hosting-devflow-inf2.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/devflows/inference/byoc-hosting-devflow-inf2.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/devflows/inference/byoc-hosting-devflow-inf2.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/devflows/inference/byoc-hosting-devflow-inf2.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/devflows/inference/byoc-hosting-devflow-inf2.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/devflows/inference/byoc-hosting-devflow-inf2.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/devflows/inference/byoc-hosting-devflow-inf2.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/devflows/inference/byoc-hosting-devflow-inf2.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/devflows/inference/byoc-hosting-devflow-inf2.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/devflows/inference/byoc-hosting-devflow-inf2.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/devflows/inference/byoc-hosting-devflow-inf2.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/devflows/inference/byoc-hosting-devflow-inf2.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/devflows/inference/byoc-hosting-devflow-inf2.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/devflows/inference/byoc-hosting-devflow-inf2.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/devflows/inference/byoc-hosting-devflow-inf2.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/devflows/inference/byoc-hosting-devflow-inf2.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/devflows/inference/byoc-hosting-devflow-inf2.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/devflows/inference/byoc-hosting-devflow-inf2.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/devflows/inference/byoc-hosting-devflow-inf2.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/devflows/inference/byoc-hosting-devflow-inf2.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/inference/byoc-hosting-devflow-inf2.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/inference/byoc-hosting-devflow-inf2.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/inference/byoc-hosting-devflow-inf2.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <div class="section" id="bring-your-own-neuron-container-to-sagemaker-hosting-inf2-or-trn1"> <span id="byoc-hosting-devflow-inf2"></span><h1>Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)<a class="headerlink" href="#bring-your-own-neuron-container-to-sagemaker-hosting-inf2-or-trn1" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#description" id="id2">Description</a></p></li> <li><p><a class="reference internal" href="#setup-environment" id="id3">Setup Environment</a></p></li> </ul> </div> <div class="section" id="description"> <h2><a class="toc-backref" href="#id2">Description</a><a class="headerlink" href="#description" title="Permalink to this headline">#</a></h2> <p><a class="reference internal" href="../../../_images/byoc-then-hosting-dev-flow.png"><img alt="Neuron developer flow on SageMaker Neo" class="align-middle" src="../../../_images/byoc-then-hosting-dev-flow.png" style="width: 850px;"></a></p> <p>You can use a SageMaker Notebook or an EC2 instance to compile models and build your own containers for deployment on SageMaker Hosting using ml.inf2 instances. In this developer flow, you provision a Sagemaker Notebook or an EC2 instance to train and compile your model to Inferentia. Then you deploy your model to SageMaker Hosting using the <a class="reference external" href="https://sagemaker.readthedocs.io/en/stable/index.html">SageMaker Python SDK</a>.</p> <p>You may not need to create a container to bring your own <strong>code</strong> to Amazon SageMaker. When you are using a framework such as TensorFlow or PyTorch that has direct support in SageMaker, you can simply supply the Python code that implements your algorithm using the SDK entry points for that framework.</p> <p>Follow the steps bellow to setup your environment. Once your environment is set you’ll be able to follow the <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples/tree/master/inference/inf2-bert-on-sagemaker">Compiling and Deploying HuggingFace Pretrained BERT on Inf2 on Amazon SageMaker Sample</a>.</p> </div> <div class="section" id="setup-environment"> <span id="byoc-hosting-setenv"></span><h2><a class="toc-backref" href="#id3">Setup Environment</a><a class="headerlink" href="#setup-environment" title="Permalink to this headline">#</a></h2> <ol class="arabic"> <li><dl> <dt>Create a Compilation Instance:</dt><dd><p>If using an <strong>EC2 instance for compilation only</strong> you can use any instances to compile a model. It is recommended that you start with an c5.4xlarge instance. If using an <strong>EC2 instance for compilation and test a model</strong> you can use an Inf2 instance. Follow these steps to launch an Inf2 instance:</p> <blockquote> <div><ul class="simple"> <li><p>Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an Inf2 instance, when choosing the instance type at the EC2 console. Please make sure to select the correct instance type. To get more information about Inf2 instances sizes and pricing see <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf2/">Inf2 web page</a>.</p></li> <li><p>When choosing an Amazon Machine Image (AMI) make sure to select <a class="reference external" href="https://docs.aws.amazon.com/dlami/latest/devguide/conda.html">Deep Learning AMI with Conda Options</a>. Please note that Neuron Conda environments are supported only in Ubuntu 18 DLAMI and Amazon Linux2 DLAMI, Neuron Conda environments are not supported in Amazon Linux DLAMI.</p></li> <li><p>After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-connect-to-instance-linux">Connect to your instance</a> to connect to the instance</p></li> </ul> <div class="admonition note"> <p class="admonition-title">Note</p> <p>You can also launch the instance from AWS CLI, please see <a class="reference internal" href="../../setup/install-templates/inf1/launch-inf1-dlami-aws-cli.html#launch-inf1-dlami-aws-cli"><span class="std std-ref">AWS CLI commands to launch inf2 instances</span></a>.</p> </div> </div></blockquote> <p>If using an <strong>SageMaker Notebook for compilation</strong>, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/sagemaker/latest/dg/gs-setup-working-env.html">Get Started with Notebook Instances</a> to provision the environment.</p> <p>It is recommended that you start with an ml.c5.4xlarge instance for the compilation. Also, increase the volume size of you SageMaker notebook instance, to accomodate the models and containers built locally. A volume of 10GB is sufficient.</p> <blockquote> <div><div class="admonition note"> <p class="admonition-title">Note</p> <p>To compile the model in the SageMaker Notebook instance, you’ll need to install the Neuron Compiler and Neuron Framework Extensions. Follow the <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples/tree/master/inference/inf2-bert-on-sagemaker">Compiling and Deploying HuggingFace Pretrained BERT on Inf2 on Amazon SageMaker Sample</a> to install the environments.</p> </div> </div></blockquote> </dd> </dl> </li> <li><dl> <dt>Set up the environment to compile a model, build your own container and deploy:</dt><dd><p>To compile your model on EC2 or SageMaker Notebook, follow the <em>Set up a development environment</em> section on the EC2 <a class="reference internal" href="ec2-then-ec2-devflow-inf2.html#ec2-then-ec2-setenv"><span class="std std-ref">Setup Environment</span></a> documentation.</p> <p>Refer to <a class="reference external" href="https://docs.aws.amazon.com/sagemaker/latest/dg/adapt-inference-container.html">Adapting Your Own Inference Container</a> documentation for information on how to bring your own containers to SageMaker Hosting.</p> <p>Make sure to add the <strong>AmazonEC2ContainerRegistryPowerUser</strong> role to your IAM role ARN, so you’re able to build and push containers from your SageMaker Notebook instance.</p> <div class="admonition note"> <p class="admonition-title">Note</p> <p>The container image can be created using <a class="reference internal" href="../../../containers/tutorials/build-run-neuron-container.html#how-to-build-neuron-container"><span class="std std-ref">Tutorial How to Build and Run a Neuron Container</span></a>.</p> </div> </dd> </dl> </li> </ol> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="sagemaker-flows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Sagemaker Flows - Inference</p> </div> </a> <a class="right-next" id="next-link" href="byoc-hosting-devflow.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Bring Your Own Neuron Container to Sagemaker Hosting (inf1)</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:15.283Z
Sagemaker — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/sagemaker-flows.html
# Sagemaker — AWS Neuron Documentation Toggle in-page Table of Contents
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Sagemaker — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="Sagemaker Flows - Inference" href="inference/sagemaker-flows.html"> <link rel="prev" title="ECS Flows- Training" href="training/ecs-flows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/sagemaker-flows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script type="text/javascript" src="/_/static/vendor/jquery.js"></script><script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="current reference internal" href="#"> Sagemaker </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/sagemaker-flows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/sagemaker-flows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/general/devflows/sagemaker-flows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Sagemaker</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="sagemaker"> <h1>Sagemaker<a class="headerlink" href="#sagemaker" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-0"> Inference</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p><a class="reference internal" href="inference/byoc-hosting-devflow-inf2.html#byoc-hosting-devflow-inf2"><span class="std std-ref">Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)</span></a></p></li> <li><p><a class="reference internal" href="inference/byoc-hosting-devflow.html#byoc-hosting-devflow"><span class="std std-ref">Bring Your Own Neuron Container to Sagemaker Hosting (inf1)</span></a></p></li> <li><p><a class="reference internal" href="inference/neo-then-hosting-devflow.html#neo-then-hosting-devflow"><span class="std std-ref">Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)</span></a></p></li> <li><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">AWS Neuron Sagemaker Samples GitHub Repository</a></p></li> </ul> </div> </div> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio"> <label class="sd-tab-label" for="sd-tab-item-1"> Training</label><div class="sd-tab-content docutils"> <ul class="simple"> <li><p><a class="reference internal" href="training/sm-devflow/sm-training-devflow.html#sm-training-devflow"><span class="std std-ref">Train your model on SageMaker</span></a></p></li> <li><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples">AWS Neuron Sagemaker Samples GitHub Repository</a></p></li> </ul> </div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="training/ecs-flows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">ECS Flows- Training</p> </div> </a> <a class="right-next" id="next-link" href="inference/sagemaker-flows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Sagemaker Flows - Inference</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> <!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/devflows/sagemaker-flows.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/sagemaker-flows.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/devflows/sagemaker-flows.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/devflows/sagemaker-flows.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/devflows/sagemaker-flows.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/devflows/sagemaker-flows.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/devflows/sagemaker-flows.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/devflows/sagemaker-flows.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/devflows/sagemaker-flows.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/devflows/sagemaker-flows.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/devflows/sagemaker-flows.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/devflows/sagemaker-flows.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/devflows/sagemaker-flows.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/devflows/sagemaker-flows.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/devflows/sagemaker-flows.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/devflows/sagemaker-flows.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/devflows/sagemaker-flows.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/devflows/sagemaker-flows.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/devflows/sagemaker-flows.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/devflows/sagemaker-flows.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/devflows/sagemaker-flows.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/devflows/sagemaker-flows.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/devflows/sagemaker-flows.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/devflows/sagemaker-flows.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/devflows/sagemaker-flows.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/devflows/sagemaker-flows.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/devflows/sagemaker-flows.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/devflows/sagemaker-flows.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/devflows/sagemaker-flows.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/devflows/sagemaker-flows.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/devflows/sagemaker-flows.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </body></html>
2023-09-29T20:54:15.544Z
Bring Your Own Neuron Container to Sagemaker Hosting (inf1) — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/byoc-hosting-devflow.html
# Bring Your Own Neuron Container to Sagemaker Hosting (inf1) — AWS Neuron Documentation If using an **EC2 instance for compilation** you can use an Inf1 instance to compile and test a model. Follow these steps to launch an Inf1 instance: > - Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to Launch an Inf1 instance, when choosing the instance type at the EC2 console. Please make sure to select the correct instance type. To get more information about Inf1 instances sizes and pricing see [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/). > > - Select your Amazon Machine Image (AMI) of choice, please note that Neuron supports Ubuntu 18 AMI or Amazon Linux 2 AMI, you can also choose Ubuntu 18 or Amazon Linux 2 Deep Learning AMI (DLAMI) > > - After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-connect-to-instance-linux) to connect to the instance > If using an **SageMaker Notebook for compilation**, follow the instructions in [Get Started with Notebook Instances](https://docs.aws.amazon.com/sagemaker/latest/dg/gs-setup-working-env.html) to provision the environment. It is recommended that you start with an ml.c5.4xlarge instance for the compilation. Also, increase the volume size of you SageMaker notebook instance, to accomodate the models and containers built locally. A volume of 10GB is sufficient. > Note > > To compile the model in the SageMaker Notebook instance, you’ll need to update the conda environments to include the Neuron Compiler and Neuron Framework Extensions. Follow the installation guide on the section how-to-update-to-latest-Neuron-Conda-Env to update the environments.
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Bring Your Own Neuron Container to Sagemaker Hosting (inf1) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)" href="neo-then-hosting-devflow.html"> <link rel="prev" title="Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)" href="byoc-hosting-devflow-inf2.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/inference/byoc-hosting-devflow", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="sagemaker-flows.html"> Inference </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/inference/byoc-hosting-devflow.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/inference/byoc-hosting-devflow.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/inference/byoc-hosting-devflow.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Bring Your Own Neuron Container to Sagemaker Hosting (inf1)</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup Environment </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="bring-your-own-neuron-container-to-sagemaker-hosting-inf1"> <span id="byoc-hosting-devflow"></span><h1>Bring Your Own Neuron Container to Sagemaker Hosting (inf1)<a class="headerlink" href="#bring-your-own-neuron-container-to-sagemaker-hosting-inf1" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#description" id="id1">Description</a></p></li> <li><p><a class="reference internal" href="#setup-environment" id="id2">Setup Environment</a></p></li> </ul> </div> <div class="section" id="description"> <h2><a class="toc-backref" href="#id1">Description</a><a class="headerlink" href="#description" title="Permalink to this headline">#</a></h2> <p><a class="reference internal" href="../../../_images/byoc-then-hosting-dev-flow.png"><img alt="Neuron developer flow on SageMaker Neo" class="align-middle" src="../../../_images/byoc-then-hosting-dev-flow.png" style="width: 850px;"></a></p> <p>You can use a SageMaker Notebook or an EC2 instance to compile models and build your own containers for deployment on SageMaker Hosting using ml.inf1 instances. In this developer flow, you provision a Sagemaker Notebook or an EC2 instance to train and compile your model to Inferentia. Then you deploy your model to SageMaker Hosting using the SageMaker Python SDK. Follow the steps bellow to setup your environment. Once your environment is set you’ll be able to follow the <a class="reference internal" href="../../../src/examples/pytorch/byoc_sm_bert_tutorial/sagemaker_container_neuron.html"><span class="std std-ref">BYOC HuggingFace pretrained BERT container to Sagemaker Tutorial</span></a> .</p> </div> <div class="section" id="setup-environment"> <span id="byoc-hosting-setenv"></span><h2><a class="toc-backref" href="#id2">Setup Environment</a><a class="headerlink" href="#setup-environment" title="Permalink to this headline">#</a></h2> <ol class="arabic"> <li><dl> <dt>Create a Compilation Instance:</dt><dd><p>If using an <strong>EC2 instance for compilation</strong> you can use an Inf1 instance to compile and test a model. Follow these steps to launch an Inf1 instance:</p> <blockquote> <div><ul class="simple"> <li><p>Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to Launch an Inf1 instance, when choosing the instance type at the EC2 console. Please make sure to select the correct instance type. To get more information about Inf1 instances sizes and pricing see <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a>.</p></li> <li><p>Select your Amazon Machine Image (AMI) of choice, please note that Neuron supports Ubuntu 18 AMI or Amazon Linux 2 AMI, you can also choose Ubuntu 18 or Amazon Linux 2 Deep Learning AMI (DLAMI)</p></li> <li><p>After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-connect-to-instance-linux">Connect to your instance</a> to connect to the instance</p></li> </ul> </div></blockquote> <p>If using an <strong>SageMaker Notebook for compilation</strong>, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/sagemaker/latest/dg/gs-setup-working-env.html">Get Started with Notebook Instances</a> to provision the environment.</p> <p>It is recommended that you start with an ml.c5.4xlarge instance for the compilation. Also, increase the volume size of you SageMaker notebook instance, to accomodate the models and containers built locally. A volume of 10GB is sufficient.</p> <blockquote> <div><div class="admonition note"> <p class="admonition-title">Note</p> <p>To compile the model in the SageMaker Notebook instance, you’ll need to update the conda environments to include the Neuron Compiler and Neuron Framework Extensions. Follow the installation guide on the section <span class="xref std std-ref">how-to-update-to-latest-Neuron-Conda-Env</span> to update the environments.</p> </div> </div></blockquote> </dd> </dl> </li> <li><dl> <dt>Set up the environment to compile a model, build your own container and deploy:</dt><dd><p>To compile your model on EC2 or SageMaker Notebook, follow the <em>Set up a development environment</em> section on the EC2 <a class="reference internal" href="ec2-then-ec2-devflow-inf2.html#ec2-then-ec2-setenv"><span class="std std-ref">Setup Environment</span></a> documentation.</p> <p>Refer to <a class="reference external" href="https://docs.aws.amazon.com/sagemaker/latest/dg/adapt-inference-container.html">Adapting Your Own Inference Container</a> documentation for information on how to bring your own containers to SageMaker Hosting.</p> <p>Make sure to add the <strong>AmazonEC2ContainerRegistryPowerUser</strong> role to your IAM role ARN, so you’re able to build and push containers from your SageMaker Notebook instance.</p> <div class="admonition note"> <p class="admonition-title">Note</p> <p>The container image can be created using <a class="reference internal" href="../../../containers/tutorials/build-run-neuron-container.html#how-to-build-neuron-container"><span class="std std-ref">Tutorial How to Build and Run a Neuron Container</span></a>.</p> </div> </dd> </dl> </li> </ol> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="byoc-hosting-devflow-inf2.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)</p> </div> </a> <a class="right-next" id="next-link" href="neo-then-hosting-devflow.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:15.768Z
AWS Batch Flows - Inference — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/aws-batch-flows.html
# AWS Batch Flows - Inference — AWS Neuron Documentation ## AWS Batch Flows - Inference _This document is relevant for_: `Inf1` ## AWS Batch Flows - Inference[#](#aws-batch-flows-inference "Permalink to this headline") Note AWS Batch supports Inf1. An example of how to deploy a model with Neuron using Batch is coming soon. _This document is relevant for_: `Inf1`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>AWS Batch Flows - Inference — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="AWS Batch Flows- Training" href="../training/aws-batch-flows.html"> <link rel="prev" title="AWS Batch Flows" href="../aws-batch-flows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/inference/aws-batch-flows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3 current active"> <a class="current reference internal" href="#"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/devflows/inference/aws-batch-flows.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/aws-batch-flows.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/devflows/inference/aws-batch-flows.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/devflows/inference/aws-batch-flows.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/devflows/inference/aws-batch-flows.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/devflows/inference/aws-batch-flows.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/devflows/inference/aws-batch-flows.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/devflows/inference/aws-batch-flows.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/devflows/inference/aws-batch-flows.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/devflows/inference/aws-batch-flows.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/devflows/inference/aws-batch-flows.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/devflows/inference/aws-batch-flows.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/devflows/inference/aws-batch-flows.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/devflows/inference/aws-batch-flows.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/devflows/inference/aws-batch-flows.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/devflows/inference/aws-batch-flows.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/devflows/inference/aws-batch-flows.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/devflows/inference/aws-batch-flows.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/devflows/inference/aws-batch-flows.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/devflows/inference/aws-batch-flows.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/devflows/inference/aws-batch-flows.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/devflows/inference/aws-batch-flows.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/devflows/inference/aws-batch-flows.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/devflows/inference/aws-batch-flows.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/devflows/inference/aws-batch-flows.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/devflows/inference/aws-batch-flows.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/devflows/inference/aws-batch-flows.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/devflows/inference/aws-batch-flows.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/devflows/inference/aws-batch-flows.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/devflows/inference/aws-batch-flows.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/devflows/inference/aws-batch-flows.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/inference/aws-batch-flows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/inference/aws-batch-flows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/inference/aws-batch-flows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>AWS Batch Flows - Inference</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="aws-batch-flows-inference"> <h1>AWS Batch Flows - Inference<a class="headerlink" href="#aws-batch-flows-inference" title="Permalink to this headline">#</a></h1> <div class="admonition note"> <p class="admonition-title">Note</p> <p>AWS Batch supports Inf1.</p> <p>An example of how to deploy a model with Neuron using Batch is coming soon.</p> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../aws-batch-flows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">AWS Batch Flows</p> </div> </a> <a class="right-next" id="next-link" href="../training/aws-batch-flows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">AWS Batch Flows- Training</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:16.200Z
Train your model on ParallelCluster — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/training/parallelcluster/parallelcluster-training.html
# Train your model on ParallelCluster — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## Train your model on ParallelCluster[#](#train-your-model-on-parallelcluster "Permalink to this headline") Table of Contents - [Description](#description) - [Setup environment](#setup-environment) ## [Description](#id1)[#](#description "Permalink to this headline") This document explains how to use AWS ParallelCluster to build HPC compute environment that uses Trn1 compute nodes to run your distributed ML training job. Once the nodes are launched, we will run a training task to confirm that the nodes are working, and use slurm commands to check the job status. In this tutorial, we will use AWS pcluster command to run a yaml file in order to generate the cluster. As an example, we are going to launch multiple Trn1.32xl nodes in our cluster. We are going to set up our ParallelCluster infrastructure as below: ![../../../../_images/vpc-setup.png](../../../../_images/vpc-setup.png) As shown in the figure above, inside a VPC, there are two subnets, a public and a private ones. Head Node resides in the public subnet, while the compute fleet (in this case, trn1 instances) are in the private subnet. A Network Address Translation (NAT) gateway is also needed in order for nodes in the private subnet to connect to clients outside the VPC. In the next section, we are going to describe how to set up all the necessary infrastructure for trn1 ParallelCluster. ## [Setup environment](#id2)[#](#setup-environment "Permalink to this headline") 1. Install prerequisite infrastructure: Follow [these setup](https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/general/network/vpc-subnet-setup.md) instructions to install VPC and all the necessary components for ParallelCluster. 2. Create and launch ParallelCluster Follow [these creating cluster](https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/cluster-configs/trn1-16-nodes-pcluster.md) instructions to launch ParallelCluster in the VPC. 1. Launch training job Follow [these running training](https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/jobs/dp-bert-launch-job.md) instructions to submit a model training script as a slurm job. _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Train your model on ParallelCluster — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css"> <link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script> <script src="../../../../_static/jquery.js"></script> <script src="../../../../_static/underscore.js"></script> <script src="../../../../_static/doctools.js"></script> <script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../../_static/contentui.js"></script> <script src="../../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../../genindex.html"> <link rel="search" title="Search" href="../../../../search.html"> <link rel="next" title="AWS Batch Flows" href="../../aws-batch-flows.html"> <link rel="prev" title="Parallel Cluster Flows- Training" href="../parallelcluster-flows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/training/parallelcluster/parallelcluster-training", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../../parallelcluster-flows.html"> Parallel Cluster </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="../../inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 current active has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Training </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l4 current active"> <a class="current reference internal" href="#"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/devflows/training/parallelcluster/parallelcluster-training.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/training/parallelcluster/parallelcluster-training.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/devflows/training/parallelcluster/parallelcluster-training.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/devflows/training/parallelcluster/parallelcluster-training.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/devflows/training/parallelcluster/parallelcluster-training.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/devflows/training/parallelcluster/parallelcluster-training.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/devflows/training/parallelcluster/parallelcluster-training.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/devflows/training/parallelcluster/parallelcluster-training.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/devflows/training/parallelcluster/parallelcluster-training.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/devflows/training/parallelcluster/parallelcluster-training.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/devflows/training/parallelcluster/parallelcluster-training.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/devflows/training/parallelcluster/parallelcluster-training.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/devflows/training/parallelcluster/parallelcluster-training.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/devflows/training/parallelcluster/parallelcluster-training.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/devflows/training/parallelcluster/parallelcluster-training.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/devflows/training/parallelcluster/parallelcluster-training.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/devflows/training/parallelcluster/parallelcluster-training.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/devflows/training/parallelcluster/parallelcluster-training.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/devflows/training/parallelcluster/parallelcluster-training.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/devflows/training/parallelcluster/parallelcluster-training.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/devflows/training/parallelcluster/parallelcluster-training.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/devflows/training/parallelcluster/parallelcluster-training.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/devflows/training/parallelcluster/parallelcluster-training.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/devflows/training/parallelcluster/parallelcluster-training.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/devflows/training/parallelcluster/parallelcluster-training.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/devflows/training/parallelcluster/parallelcluster-training.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/devflows/training/parallelcluster/parallelcluster-training.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/devflows/training/parallelcluster/parallelcluster-training.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/devflows/training/parallelcluster/parallelcluster-training.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/devflows/training/parallelcluster/parallelcluster-training.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/devflows/training/parallelcluster/parallelcluster-training.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/training/parallelcluster/parallelcluster-training.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/training/parallelcluster/parallelcluster-training.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../../_sources/general/devflows/training/parallelcluster/parallelcluster-training.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup environment </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Train your model on ParallelCluster</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-environment"> Setup environment </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="train-your-model-on-parallelcluster"> <span id="parallelcluster-training"></span><h1>Train your model on ParallelCluster<a class="headerlink" href="#train-your-model-on-parallelcluster" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#description" id="id1">Description</a></p></li> <li><p><a class="reference internal" href="#setup-environment" id="id2">Setup environment</a></p></li> </ul> </div> <div class="section" id="description"> <h2><a class="toc-backref" href="#id1">Description</a><a class="headerlink" href="#description" title="Permalink to this headline">#</a></h2> <p>This document explains how to use AWS ParallelCluster to build HPC compute environment that uses Trn1 compute nodes to run your distributed ML training job. Once the nodes are launched, we will run a training task to confirm that the nodes are working, and use slurm commands to check the job status. In this tutorial, we will use AWS <cite>pcluster</cite> command to run a yaml file in order to generate the cluster. As an example, we are going to launch multiple Trn1.32xl nodes in our cluster.</p> <p>We are going to set up our ParallelCluster infrastructure as below:</p> <img alt="../../../../_images/vpc-setup.png" src="../../../../_images/vpc-setup.png"> <p>As shown in the figure above, inside a VPC, there are two subnets, a public and a private ones. Head Node resides in the public subnet, while the compute fleet (in this case, trn1 instances) are in the private subnet. A Network Address Translation (NAT) gateway is also needed in order for nodes in the private subnet to connect to clients outside the VPC. In the next section, we are going to describe how to set up all the necessary infrastructure for trn1 ParallelCluster.</p> </div> <div class="section" id="setup-environment"> <h2><a class="toc-backref" href="#id2">Setup environment</a><a class="headerlink" href="#setup-environment" title="Permalink to this headline">#</a></h2> <ol class="arabic simple"> <li><p>Install prerequisite infrastructure:</p></li> </ol> <p>Follow <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/general/network/vpc-subnet-setup.md">these setup</a> instructions to install VPC and all the necessary components for ParallelCluster.</p> <ol class="arabic simple" start="2"> <li><p>Create and launch ParallelCluster</p></li> </ol> <p>Follow <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/cluster-configs/trn1-16-nodes-pcluster.md">these creating cluster</a> instructions to launch ParallelCluster in the VPC.</p> <ol class="arabic simple"> <li><p>Launch training job</p></li> </ol> <p>Follow <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/examples/jobs/dp-bert-launch-job.md">these running training</a> instructions to submit a model training script as a slurm job.</p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../parallelcluster-flows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Parallel Cluster Flows- Training</p> </div> </a> <a class="right-next" id="next-link" href="../../aws-batch-flows.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">AWS Batch Flows</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:16.346Z
AWS Batch Flows- Training — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/training/aws-batch-flows.html
# AWS Batch Flows- Training — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Trn1`, `Trn1n` ## AWS Batch Flows- Training[#](#aws-batch-flows-training "Permalink to this headline") Note AWS Batch support is coming soon. _This document is relevant for_: `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>AWS Batch Flows- Training — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Neuron Architecture" href="../../arch/index.html"> <link rel="prev" title="AWS Batch Flows - Inference" href="../inference/aws-batch-flows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/devflows/training/aws-batch-flows", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Developer Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="reference internal" href="../aws-batch-flows.html"> AWS Batch Flows </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l3"> <a class="reference internal" href="../inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3 current active"> <a class="current reference internal" href="#"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/devflows/training/aws-batch-flows.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/devflows/training/aws-batch-flows.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/devflows/training/aws-batch-flows.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>AWS Batch Flows- Training</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="aws-batch-flows-training"> <h1>AWS Batch Flows- Training<a class="headerlink" href="#aws-batch-flows-training" title="Permalink to this headline">#</a></h1> <div class="admonition note"> <p class="admonition-title">Note</p> <p>AWS Batch support is coming soon.</p> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../inference/aws-batch-flows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">AWS Batch Flows - Inference</p> </div> </a> <a class="right-next" id="next-link" href="../../arch/index.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Neuron Architecture</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:16.402Z
Neuron Architecture — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/index.html
# Neuron Architecture — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Neuron Architecture[#](#neuron-architecture "Permalink to this headline") The Neuron Architecture provides insights into Neuron enabled instances system, software and chip capabilities. The EC2 Trn and Inf instance architecture provides an overview of the EC2 instances powered by the Inferentia and Trainium chips (Neuron Devices), and the corresponding system features like inbox and network connectivity, memory hierarchy, and NeuronCores versions and capabilities. The Neuron model architecture fit provides insights to what is the best match between deep-learning model architectures and the NeuronCore version. Table of contents - [Trn and Inf instances](#trn-and-inf-instances) - [Trainium and Inferentia devices](#trainium-and-inferentia-devices) - [NeuronCores](#neuroncores) - [Neuron Model Architecture](#neuron-model-architecture) - [Other](#other) ## [Trn and Inf instances](#id1)[#](#trn-and-inf-instances "Permalink to this headline") EC2 Trn1/Trn1n Architecture ## [Trainium and Inferentia devices](#id2)[#](#trainium-and-inferentia-devices "Permalink to this headline") AWS Trainium Architecture AWS Inferentia2 Architecture AWS Inferentia Architecture ## [Neuron Model Architecture](#id4)[#](#neuron-model-architecture "Permalink to this headline") Neuron Model Architecture Fit Guidelines ## [Other](#id5)[#](#other "Permalink to this headline") _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Neuron Architecture — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="AWS Inf1 Architecture" href="neuron-hardware/inf1-arch.html"> <link rel="prev" title="AWS Batch Flows- Training" href="../devflows/training/aws-batch-flows.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/index", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 current active has-children"> <a class="current reference internal" href="#"> Architecture </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/index.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/index.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/general/arch/index.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#trn-and-inf-instances"> Trn and Inf instances </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#trainium-and-inferentia-devices"> Trainium and Inferentia devices </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuroncores"> NeuronCores </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-model-architecture"> Neuron Model Architecture </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#other"> Other </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Neuron Architecture</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#trn-and-inf-instances"> Trn and Inf instances </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#trainium-and-inferentia-devices"> Trainium and Inferentia devices </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuroncores"> NeuronCores </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-model-architecture"> Neuron Model Architecture </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#other"> Other </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="neuron-architecture"> <span id="neuron-architecture-index"></span><h1>Neuron Architecture<a class="headerlink" href="#neuron-architecture" title="Permalink to this headline">#</a></h1> <p>The Neuron Architecture provides insights into Neuron enabled instances system, software and chip capabilities. The EC2 Trn and Inf instance architecture provides an overview of the EC2 instances powered by the Inferentia and Trainium chips (Neuron Devices), and the corresponding system features like inbox and network connectivity, memory hierarchy, and NeuronCores versions and capabilities. The Neuron model architecture fit provides insights to what is the best match between deep-learning model architectures and the NeuronCore version.</p> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#trn-and-inf-instances" id="id1">Trn and Inf instances</a></p></li> <li><p><a class="reference internal" href="#trainium-and-inferentia-devices" id="id2">Trainium and Inferentia devices</a></p></li> <li><p><a class="reference internal" href="#neuroncores" id="id3">NeuronCores</a></p></li> <li><p><a class="reference internal" href="#neuron-model-architecture" id="id4">Neuron Model Architecture</a></p></li> <li><p><a class="reference internal" href="#other" id="id5">Other</a></p></li> </ul> </div> <div class="section" id="trn-and-inf-instances"> <h2><a class="toc-backref" href="#id1">Trn and Inf instances</a><a class="headerlink" href="#trn-and-inf-instances" title="Permalink to this headline">#</a></h2> <div class="sd-container-fluid sd-sphinx-override sd-mb-4 docutils"> <div class="sd-row sd-row-cols-2 sd-row-cols-xs-2 sd-row-cols-sm-2 sd-row-cols-md-2 sd-row-cols-lg-2 docutils"> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> EC2 Trn1/Trn1n Architecture</div> </div> <a class="sd-stretched-link reference internal" href="neuron-hardware/trn1-arch.html#aws-trn1-arch"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> EC2 Inf2 Architecture</div> </div> <a class="sd-stretched-link reference internal" href="neuron-hardware/inf2-arch.html#aws-inf2-arch"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> EC2 Inf1 Architecture</div> </div> <a class="sd-stretched-link reference internal" href="neuron-hardware/inf1-arch.html#aws-inf1-arch"><span class="std std-ref"></span></a></div> </div> </div> </div> <div class="section" id="trainium-and-inferentia-devices"> <h2><a class="toc-backref" href="#id2">Trainium and Inferentia devices</a><a class="headerlink" href="#trainium-and-inferentia-devices" title="Permalink to this headline">#</a></h2> <div class="sd-container-fluid sd-sphinx-override sd-mb-4 docutils"> <div class="sd-row sd-row-cols-2 sd-row-cols-xs-2 sd-row-cols-sm-2 sd-row-cols-md-2 sd-row-cols-lg-2 docutils"> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> AWS Trainium Architecture</div> </div> <a class="sd-stretched-link reference internal" href="neuron-hardware/trainium.html#trainium-arch"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> AWS Inferentia2 Architecture</div> </div> <a class="sd-stretched-link reference internal" href="neuron-hardware/inferentia2.html#inferentia2-arch"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> AWS Inferentia Architecture</div> </div> <a class="sd-stretched-link reference internal" href="neuron-hardware/inferentia.html#inferentia-arch"><span class="std std-ref"></span></a></div> </div> </div> </div> <div class="section" id="neuroncores"> <h2><a class="toc-backref" href="#id3">NeuronCores</a><a class="headerlink" href="#neuroncores" title="Permalink to this headline">#</a></h2> <div class="sd-container-fluid sd-sphinx-override sd-mb-4 docutils"> <div class="sd-row sd-row-cols-2 sd-row-cols-xs-2 sd-row-cols-sm-2 sd-row-cols-md-2 sd-row-cols-lg-2 docutils"> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> NeuronCore-v1</div> </div> <a class="sd-stretched-link reference internal" href="neuron-hardware/neuron-core-v1.html#neuroncores-v1-arch"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> NeuronCore-v2</div> </div> <a class="sd-stretched-link reference internal" href="neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref"></span></a></div> </div> </div> </div> <div class="section" id="neuron-model-architecture"> <h2><a class="toc-backref" href="#id4">Neuron Model Architecture</a><a class="headerlink" href="#neuron-model-architecture" title="Permalink to this headline">#</a></h2> <div class="sd-container-fluid sd-sphinx-override sd-mb-4 docutils"> <div class="sd-row sd-row-cols-2 sd-row-cols-xs-2 sd-row-cols-sm-2 sd-row-cols-md-2 sd-row-cols-lg-2 docutils"> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Neuron Model Architecture Fit Guidelines</div> </div> <a class="sd-stretched-link reference internal" href="model-architecture-fit.html#model-architecture-fit"><span class="std std-ref"></span></a></div> </div> </div> </div> <div class="section" id="other"> <h2><a class="toc-backref" href="#id5">Other</a><a class="headerlink" href="#other" title="Permalink to this headline">#</a></h2> <div class="sd-container-fluid sd-sphinx-override sd-mb-4 docutils"> <div class="sd-row sd-row-cols-2 sd-row-cols-xs-2 sd-row-cols-sm-2 sd-row-cols-md-2 sd-row-cols-lg-2 docutils"> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Neuron Glossary</div> </div> <a class="sd-stretched-link reference internal" href="glossary.html#neuron-hw-glossary"><span class="std std-ref"></span></a></div> </div> </div> <div class="toctree-wrapper compound"> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../devflows/training/aws-batch-flows.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">AWS Batch Flows- Training</p> </div> </a> <a class="right-next" id="next-link" href="neuron-hardware/inf1-arch.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">AWS Inf1 Architecture</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:16.605Z
AWS Inf1 Architecture — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-hardware/inf1-arch.html
# AWS Inf1 Architecture — AWS Neuron Documentation Toggle in-page Table of Contents Contents - [Inf1 Architecture](#inf1-architecture) ## Contents - [Inf1 Architecture](#inf1-architecture) _This document is relevant for_: `Inf1` ## AWS Inf1 Architecture[#](#aws-inf1-architecture "Permalink to this headline") In this page, we provide an architectural overview of the AWS Inf1 instances, and the corresponding [Inferentia](inferentia.html#inferentia-arch) NeuronDevices that power them ([Inferentia](inferentia.html#inferentia-arch) devices from here on). Table of contents - [Inf1 Architecture](#inf1-architecture) ## [Inf1 Architecture](#id1)[#](#inf1-architecture "Permalink to this headline") The EC2 Inf1 instance is powered by 16 [Inferentia](inferentia.html#inferentia-arch) devices, and allows customers to choose between four instances sizes: | Instance size | \# of Inferentia devices | vCPUs | Host Memory (GiB) | FP16/BF16 TFLOPS | INT8 TOPS | Device Memory (GiB) | Device Memory Bandwidth (GiB/sec) | NeuronLink-v1 device-to-device bandwidth (GiB/sec/device) | EFA bandwidth (Gbps) | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | Inf1.xlarge | 1 | 4 | 8 | 64 | 128 | 8 | 50 | N/A | up-to 25 | | Inf1.2xlarge | 1 | 8 | 16 | 64 | 128 | 8 | 50 | N/A | up-to 25 | | Inf1.6xlarge | 4 | 24 | 48 | 256 | 512 | 32 | 200 | 32 | 25 | | Inf1.24xlarge | 16 | 96 | 192 | 1024 | 2048 | 128 | 800 | 32 | 100 | Inf1 offers a direct device-to-device interconnect called NeuronLink-v1, which enables co-optimizing latency and throughput via the [Neuron Core Pipeline](../neuron-features/neuroncore-pipeline.html#neuroncore-pipeline) technology. ![../../../_images/inf1-server-arch.png](../../../_images/inf1-server-arch.png) _This document is relevant for_: `Inf1`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>AWS Inf1 Architecture — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="AWS Trn1/Trn1n Architecture" href="trn1-arch.html"> <link rel="prev" title="Neuron Architecture" href="../index.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/neuron-hardware/inf1-arch", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Architecture </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-hardware/inf1-arch.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-hardware/inf1-arch.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/arch/neuron-hardware/inf1-arch.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/arch/neuron-hardware/inf1-arch.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/arch/neuron-hardware/inf1-arch.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/arch/neuron-hardware/inf1-arch.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/arch/neuron-hardware/inf1-arch.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/arch/neuron-hardware/inf1-arch.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/arch/neuron-hardware/inf1-arch.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/arch/neuron-hardware/inf1-arch.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/arch/neuron-hardware/inf1-arch.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/arch/neuron-hardware/inf1-arch.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/arch/neuron-hardware/inf1-arch.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/arch/neuron-hardware/inf1-arch.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/arch/neuron-hardware/inf1-arch.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/arch/neuron-hardware/inf1-arch.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/arch/neuron-hardware/inf1-arch.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/arch/neuron-hardware/inf1-arch.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/arch/neuron-hardware/inf1-arch.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/arch/neuron-hardware/inf1-arch.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/arch/neuron-hardware/inf1-arch.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/arch/neuron-hardware/inf1-arch.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/arch/neuron-hardware/inf1-arch.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/arch/neuron-hardware/inf1-arch.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/arch/neuron-hardware/inf1-arch.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/arch/neuron-hardware/inf1-arch.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/arch/neuron-hardware/inf1-arch.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/arch/neuron-hardware/inf1-arch.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/arch/neuron-hardware/inf1-arch.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/arch/neuron-hardware/inf1-arch.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/arch/neuron-hardware/inf1-arch.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/neuron-hardware/inf1-arch.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/neuron-hardware/inf1-arch.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/arch/neuron-hardware/inf1-arch.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#inf1-architecture"> Inf1 Architecture </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>AWS Inf1 Architecture</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#inf1-architecture"> Inf1 Architecture </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="aws-inf1-architecture"> <span id="aws-inf1-arch"></span><h1>AWS Inf1 Architecture<a class="headerlink" href="#aws-inf1-architecture" title="Permalink to this headline">#</a></h1> <p>In this page, we provide an architectural overview of the AWS Inf1 instances, and the corresponding <a class="reference internal" href="inferentia.html#inferentia-arch"><span class="std std-ref">Inferentia</span></a> NeuronDevices that power them (<a class="reference internal" href="inferentia.html#inferentia-arch"><span class="std std-ref">Inferentia</span></a> devices from here on).</p> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#inf1-architecture" id="id1">Inf1 Architecture</a></p></li> </ul> </div> <div class="section" id="inf1-architecture"> <span id="inf1-arch"></span><h2><a class="toc-backref" href="#id1">Inf1 Architecture</a><a class="headerlink" href="#inf1-architecture" title="Permalink to this headline">#</a></h2> <p>The EC2 Inf1 instance is powered by 16 <a class="reference internal" href="inferentia.html#inferentia-arch"><span class="std std-ref">Inferentia</span></a> devices, and allows customers to choose between four instances sizes:</p> <table class="colwidths-auto table"> <thead> <tr class="row-odd"><th class="head stub"><p>Instance size</p></th> <th class="head"><p># of Inferentia devices</p></th> <th class="head"><p>vCPUs</p></th> <th class="head"><p>Host Memory (GiB)</p></th> <th class="head"><p>FP16/BF16 TFLOPS</p></th> <th class="head"><p>INT8 TOPS</p></th> <th class="head"><p>Device Memory (GiB)</p></th> <th class="head"><p>Device Memory Bandwidth (GiB/sec)</p></th> <th class="head"><p>NeuronLink-v1 device-to-device bandwidth (GiB/sec/device)</p></th> <th class="head"><p>EFA bandwidth (Gbps)</p></th> </tr> </thead> <tbody> <tr class="row-even"><th class="stub"><p>Inf1.xlarge</p></th> <td><p>1</p></td> <td><p>4</p></td> <td><p>8</p></td> <td><p>64</p></td> <td><p>128</p></td> <td><p>8</p></td> <td><p>50</p></td> <td><p>N/A</p></td> <td><p>up-to 25</p></td> </tr> <tr class="row-odd"><th class="stub"><p>Inf1.2xlarge</p></th> <td><p>1</p></td> <td><p>8</p></td> <td><p>16</p></td> <td><p>64</p></td> <td><p>128</p></td> <td><p>8</p></td> <td><p>50</p></td> <td><p>N/A</p></td> <td><p>up-to 25</p></td> </tr> <tr class="row-even"><th class="stub"><p>Inf1.6xlarge</p></th> <td><p>4</p></td> <td><p>24</p></td> <td><p>48</p></td> <td><p>256</p></td> <td><p>512</p></td> <td><p>32</p></td> <td><p>200</p></td> <td><p>32</p></td> <td><p>25</p></td> </tr> <tr class="row-odd"><th class="stub"><p>Inf1.24xlarge</p></th> <td><p>16</p></td> <td><p>96</p></td> <td><p>192</p></td> <td><p>1024</p></td> <td><p>2048</p></td> <td><p>128</p></td> <td><p>800</p></td> <td><p>32</p></td> <td><p>100</p></td> </tr> </tbody> </table> <p>Inf1 offers a direct device-to-device interconnect called NeuronLink-v1, which enables co-optimizing latency and throughput via the <a class="reference internal" href="../neuron-features/neuroncore-pipeline.html#neuroncore-pipeline"><span class="std std-ref">Neuron Core Pipeline</span></a> technology.</p> <img alt="../../../_images/inf1-server-arch.png" src="../../../_images/inf1-server-arch.png"> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../index.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Neuron Architecture</p> </div> </a> <a class="right-next" id="next-link" href="trn1-arch.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">AWS Trn1/Trn1n Architecture</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:17.362Z
Data Types — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-features/data-types.html
# Data Types — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Data Types[#](#data-types "Permalink to this headline") Table of contents - [Introduction](#introduction) - [NeuronCore v1 Data Types](#neuroncore-v1-data-types) - [Neuron Data-Types](#id1) - [NeuronCore v2 Data Types](#neuroncore-v2-data-types) - [Model Type Conversion](#model-type-conversion) - [NeuronCore v2 Rounding Modes](#neuroncore-v2-rounding-modes) ## [Introduction](#id2)[#](#introduction "Permalink to this headline") Inferentia and Trainium NeuronDevices include different NeuronCore versions, which support different data-types. This section describes what data-types are supported in each NeuronCore version, for details about NeuronCore versions see neuron\_hw\_arch. ## [NeuronCore v1 Data Types](#id3)[#](#neuroncore-v1-data-types "Permalink to this headline") ### [Neuron Data-Types](#id4)[#](#id1 "Permalink to this headline") Neuron enables developers to choose from multiple data-types. The supported data-types are FP32, FP16, and BF16. Developers can train their models on their platform of choice (e.g. EC2 P3 instances), and then easily move their trained models to EC2 Inf1 for execution. | Data Type | S | Range | Precision | | --- | --- | --- | --- | | FP32 | 1 | 8 bits | 23 bits | | BF16 | 1 | 8 bits | | | 7 bits | | FP16 | 1 | | 5 bits | | 10 bits | #### FP16/BF16 models[#](#fp16-bf16-models "Permalink to this headline") Models natively trained in FP16/BF16 will be executed in their trained data-types. This is a straightforward migration from the training platform to Inf1. #### FP32 models[#](#fp32-models "Permalink to this headline") Neuron SDK supports **automatic model conversion** from FP32 to BF16 by default. This capability allows developers to train their models using FP32 format for the highest accuracy, and achieve performance benefits without having to worry about low-precision training (e.g. no need for loss-scaling during training). ML models are typically robust to FP32 to BF16 conversion, with minimal to no impact on accuracy. The conversion accuracy is model dependent; therefore, users are encouraged to benchmark the accuracy of the auto-converted model against the original FP32 trained model. When the compiler is supplied with an unmodified FP32 model input it will automatically compile the model to run as BF16 on Inferentia. During inference the FP32 input data will be auto-converted internally by Inferentia to BF16 and the output will be converted back to FP32 data-type. For explicit FP16 inferencing, either use an FP16 trained model, or use an external tool (like AMP) to make the explicit conversions. ## [NeuronCore v2 Data Types](#id5)[#](#neuroncore-v2-data-types "Permalink to this headline") The NeuronCore v2 supports the following data types: - 32 and 16-bit Floating Point (FP32 / FP16) - TensorFloat-32 (TF32) - Brain Floating Point (BFloat16) - 8-bit Floating point with configurable range and precision (cFP8) - Unsigned 8-bit integer (UINT8) The layout for these is as follows: | Data Type | S | Range | Precision | | --- | --- | --- | --- | | FP32 | 1 | 8 bits | 23 bits | | TF32 | 1 | 8 bits | | 10 bits | | BF16 | 1 | 8 bits | | | 7 bits | | FP16 | 1 | | 5 bits | | 10 bits | | FP8\_e5m2 | 1 | | 5 bits | | | 2 bits | | FP8\_e4m3 | 1 | | | 4 bits | | 3 bits | | FP8\_e3m4 | 1 | | | 3 bits | | 4 bits | | UINT8 | | 8 bits | | ### [Model Type Conversion](#id6)[#](#model-type-conversion "Permalink to this headline") The Neuron SDK supports automatic model conversion from FP32 to BF16 by default. This capability allows developers to train their models using FP32 format for the highest accuracy, and then achieve run-time performance benefits without having to worry about low-precision training (e.g. no need for loss-scaling during training). ML models are typically robust to FP32 to BF16 conversion, with minimal to no impact on accuracy. Since conversion accuracy is model dependent, users are encouraged to benchmark the accuracy of the auto-converted model against the original FP32 trained model. See [Mixed Precision and Performance-accuracy Tuning for Training](../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html#neuronx-cc-training-mixed-precision) for more details on supported data types and their properties. The Neuron compiler offers the `--auto-cast` and `--auto-cast-type` options to specify automatic casting of FP32 tensors to other data types to address performance and accuracy tradeoffs. See the [Neuron Compiler CLI Reference Guide](../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html#neuron-compiler-cli-reference-guide) for a description of these options. ### [NeuronCore v2 Rounding Modes](#id7)[#](#neuroncore-v2-rounding-modes "Permalink to this headline") Because floating point values are represented by a finite number of bits, they cannot represent all real numbers accurately. Floating point calculations that exceed their defined data type size are rounded. The NeuronCore v2 performs a Round-to-Nearest (RNE) algorithm with ties to Even by default. It also provides a new Stochastic Rounding mode. When Stochastic Rounding is enabled, the hardware will round the floating point value up or down using a proportional probability. This could lead to improved model convergence. Use the environment variable NEURON\_RT\_STOCHASTIC\_ROUNDING\_EN to select a rounding mode. _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Data Types — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Neuron Rounding Modes" href="rounding-modes.html"> <link rel="prev" title="Neuron Features" href="index.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/neuron-features/data-types", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Features </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/neuron-features/data-types.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/neuron-features/data-types.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/arch/neuron-features/data-types.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#introduction"> Introduction </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuroncore-v1-data-types"> NeuronCore v1 Data Types </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#id1"> Neuron Data-Types </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#fp16-bf16-models"> FP16/BF16 models </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#fp32-models"> FP32 models </a> </li> </ul> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuroncore-v2-data-types"> NeuronCore v2 Data Types </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#model-type-conversion"> Model Type Conversion </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuroncore-v2-rounding-modes"> NeuronCore v2 Rounding Modes </a> </li> </ul> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Data Types</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#introduction"> Introduction </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuroncore-v1-data-types"> NeuronCore v1 Data Types </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#id1"> Neuron Data-Types </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#fp16-bf16-models"> FP16/BF16 models </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#fp32-models"> FP32 models </a> </li> </ul> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuroncore-v2-data-types"> NeuronCore v2 Data Types </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#model-type-conversion"> Model Type Conversion </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuroncore-v2-rounding-modes"> NeuronCore v2 Rounding Modes </a> </li> </ul> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="data-types"> <span id="neuron-data-types"></span><h1>Data Types<a class="headerlink" href="#data-types" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#introduction" id="id2">Introduction</a></p></li> <li><p><a class="reference internal" href="#neuroncore-v1-data-types" id="id3">NeuronCore v1 Data Types</a></p> <ul> <li><p><a class="reference internal" href="#id1" id="id4">Neuron Data-Types</a></p></li> </ul> </li> <li><p><a class="reference internal" href="#neuroncore-v2-data-types" id="id5">NeuronCore v2 Data Types</a></p> <ul> <li><p><a class="reference internal" href="#model-type-conversion" id="id6">Model Type Conversion</a></p></li> <li><p><a class="reference internal" href="#neuroncore-v2-rounding-modes" id="id7">NeuronCore v2 Rounding Modes</a></p></li> </ul> </li> </ul> </div> <div class="section" id="introduction"> <h2><a class="toc-backref" href="#id2">Introduction</a><a class="headerlink" href="#introduction" title="Permalink to this headline">#</a></h2> <p><span class="xref std std-ref">Inferentia</span> and <span class="xref std std-ref">Trainium</span> NeuronDevices include different NeuronCore versions, which support different data-types. This section describes what data-types are supported in each NeuronCore version, for details about NeuronCore versions see <span class="xref std std-ref">neuron_hw_arch</span>.</p> </div> <div class="section" id="neuroncore-v1-data-types"> <h2><a class="toc-backref" href="#id3">NeuronCore v1 Data Types</a><a class="headerlink" href="#neuroncore-v1-data-types" title="Permalink to this headline">#</a></h2> <div class="section" id="id1"> <h3><a class="toc-backref" href="#id4">Neuron Data-Types</a><a class="headerlink" href="#id1" title="Permalink to this headline">#</a></h3> <p>Neuron enables developers to choose from multiple data-types. The supported data-types are FP32, FP16, and BF16. Developers can train their models on their platform of choice (e.g. EC2 P3 instances), and then easily move their trained models to EC2 Inf1 for execution.</p> <style type="text/css">table, td, th { border: 1px solid black; padding: 5px; } </style> <table style="table-layout: fixed; width: 50%; border-spacing:0px;"> <tbody> <tr> <th width="20%">Data Type</th> <th width="10%">S</th> <th colspan="8">Range</th> <th colspan="23">Precision</th> </tr> <tr> <td>FP32</td> <td bgcolor="#ad3bff">1</td> <td bgcolor="#AFEFA9" colspan="8">8 bits</td> <td bgcolor="#FAC49E" colspan="23">23 bits</td> </tr> <tr> <td>BF16</td> <td bgcolor="#ad3bff">1</td> <td bgcolor="#AFEFA9" colspan="8">8 bits</td> <td style="border-right: 0px" colspan="13"> </td><td colspan="3"> </td><td bgcolor="#FAC49E" colspan="7">7 bits</td> </tr> <tr> <td>FP16</td> <td bgcolor="#ad3bff">1</td> <td colspan="3"> </td><td bgcolor="#AFEFA9" colspan="5">5 bits</td> <td colspan="13"> </td><td bgcolor="#FAC49E" colspan="10">10 bits</td> </tr> </tbody> </table> <p></p><div class="section" id="fp16-bf16-models"> <h4>FP16/BF16 models<a class="headerlink" href="#fp16-bf16-models" title="Permalink to this headline">#</a></h4> <p>Models natively trained in FP16/BF16 will be executed in their trained data-types. This is a straightforward migration from the training platform to Inf1.</p> </div> <div class="section" id="fp32-models"> <h4>FP32 models<a class="headerlink" href="#fp32-models" title="Permalink to this headline">#</a></h4> <p>Neuron SDK supports <strong>automatic model conversion</strong> from FP32 to BF16 by default. This capability allows developers to train their models using FP32 format for the highest accuracy, and achieve performance benefits without having to worry about low-precision training (e.g. no need for loss-scaling during training). ML models are typically robust to FP32 to BF16 conversion, with minimal to no impact on accuracy. The conversion accuracy is model dependent; therefore, users are encouraged to benchmark the accuracy of the auto-converted model against the original FP32 trained model.</p> <p>When the compiler is supplied with an unmodified FP32 model input it will automatically compile the model to run as BF16 on Inferentia. During inference the FP32 input data will be auto-converted internally by Inferentia to BF16 and the output will be converted back to FP32 data-type. For explicit FP16 inferencing, either use an FP16 trained model, or use an external tool (like AMP) to make the explicit conversions.</p> </div> </div> </div> <div class="section" id="neuroncore-v2-data-types"> <span id="neuron-data-types-v2"></span><h2><a class="toc-backref" href="#id5">NeuronCore v2 Data Types</a><a class="headerlink" href="#neuroncore-v2-data-types" title="Permalink to this headline">#</a></h2> <p>The NeuronCore v2 supports the following data types:</p> <ul class="simple"> <li><p>32 and 16-bit Floating Point (FP32 / FP16)</p></li> <li><p>TensorFloat-32 (TF32)</p></li> <li><p>Brain Floating Point (BFloat16)</p></li> <li><p>8-bit Floating point with configurable range and precision (cFP8)</p></li> <li><p>Unsigned 8-bit integer (UINT8)</p></li> </ul> <div class="admonition note"> <p class="admonition-title">Note</p> <p>Neuron Compiler support for cFP8 and UINT8 is planned for a future Neuron SDK release. For INT8, see <a class="reference external" href="https://github.com/aws/aws-neuron-sdk/issues/36">Neuron Compiler: Enable Neuron INT8 support</a> for details.</p> </div> <p>The layout for these is as follows:</p> <style type="text/css">table, td, th { border: 1px solid black; padding: 5px; } </style> <table style="table-layout: fixed; width: 50%; border-spacing:0px;"> <tbody> <tr> <th width="20%">Data Type</th> <th width="10%">S</th> <th colspan="8">Range</th> <th colspan="23">Precision</th> </tr> <tr> <td>FP32</td> <td bgcolor="#ad3bff">1</td> <td bgcolor="#AFEFA9" colspan="8">8 bits</td> <td bgcolor="#FAC49E" colspan="23">23 bits</td> </tr> <tr> <td>TF32</td> <td bgcolor="#ad3bff">1</td> <td bgcolor="#AFEFA9" colspan="8">8 bits</td> <td colspan="13"> </td><td bgcolor="#FAC49E" colspan="10">10 bits</td> </tr> <tr> <td>BF16</td> <td bgcolor="#ad3bff">1</td> <td bgcolor="#AFEFA9" colspan="8">8 bits</td> <td style="border-right: 0px" colspan="13"> </td><td colspan="3"> </td><td bgcolor="#FAC49E" colspan="7">7 bits</td> </tr> <tr> <td>FP16</td> <td bgcolor="#ad3bff">1</td> <td colspan="3"> </td><td bgcolor="#AFEFA9" colspan="5">5 bits</td> <td colspan="13"> </td><td bgcolor="#FAC49E" colspan="10">10 bits</td> </tr> <tr> <td>FP8_e5m2</td> <td bgcolor="#ad3bff">1</td> <td colspan="3"> </td><td bgcolor="#AFEFA9" colspan="5">5 bits</td> <td style="border-right: 0px" colspan="18"> </td><td colspan="3"> </td><td bgcolor="#FAC49E" colspan="2">2 bits</td> </tr> <tr> <td>FP8_e4m3</td> <td bgcolor="#ad3bff">1</td> <td style="border-right: 0px" colspan="3"> </td><td colspan="1"> </td><td bgcolor="#AFEFA9" colspan="4">4 bits</td> <td style="border-right: 0px" colspan="20"> </td><td bgcolor="#FAC49E" colspan="3">3 bits</td> </tr> <tr> <td>FP8_e3m4</td> <td bgcolor="#ad3bff">1</td> <td style="border-right: 0px" colspan="4"> </td><td colspan="1"> </td><td bgcolor="#AFEFA9" colspan="3">3 bits</td> <td style="border-right: 0px" colspan="19"> </td><td bgcolor="#FAC49E" colspan="4">4 bits</td> </tr> <tr> <td>UINT8</td> <td colspan="1"> </td><td bgcolor="#AFEFA9" colspan="8">8 bits</td> <td colspan="23"> </td></tr> </tbody></table> <p></p><div class="section" id="model-type-conversion"> <h3><a class="toc-backref" href="#id6">Model Type Conversion</a><a class="headerlink" href="#model-type-conversion" title="Permalink to this headline">#</a></h3> <p>The Neuron SDK supports automatic model conversion from FP32 to BF16 by default. This capability allows developers to train their models using FP32 format for the highest accuracy, and then achieve run-time performance benefits without having to worry about low-precision training (e.g. no need for loss-scaling during training). ML models are typically robust to FP32 to BF16 conversion, with minimal to no impact on accuracy. Since conversion accuracy is model dependent, users are encouraged to benchmark the accuracy of the auto-converted model against the original FP32 trained model.</p> <p>See <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html#neuronx-cc-training-mixed-precision"><span class="std std-ref">Mixed Precision and Performance-accuracy Tuning for Training</span></a> for more details on supported data types and their properties.</p> <p>The Neuron compiler offers the <code class="xref std std-option docutils literal notranslate"><span class="pre">--auto-cast</span></code> and <code class="xref std std-option docutils literal notranslate"><span class="pre">--auto-cast-type</span></code> options to specify automatic casting of FP32 tensors to other data types to address performance and accuracy tradeoffs. See the <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html#neuron-compiler-cli-reference-guide"><span class="std std-ref">Neuron Compiler CLI Reference Guide</span></a> for a description of these options.</p> </div> <div class="section" id="neuroncore-v2-rounding-modes"> <h3><a class="toc-backref" href="#id7">NeuronCore v2 Rounding Modes</a><a class="headerlink" href="#neuroncore-v2-rounding-modes" title="Permalink to this headline">#</a></h3> <p>Because floating point values are represented by a finite number of bits, they cannot represent all real numbers accurately. Floating point calculations that exceed their defined data type size are rounded. The NeuronCore v2 performs a Round-to-Nearest (RNE) algorithm with ties to Even by default. It also provides a new Stochastic Rounding mode. When Stochastic Rounding is enabled, the hardware will round the floating point value up or down using a proportional probability. This could lead to improved model convergence. Use the environment variable NEURON_RT_STOCHASTIC_ROUNDING_EN to select a rounding mode.</p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="index.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Neuron Features</p> </div> </a> <a class="right-next" id="next-link" href="rounding-modes.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Neuron Rounding Modes</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:17.792Z
AWS NeuronCore Architecture — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-hardware/neuroncores-arch.html
# AWS NeuronCore Architecture — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## AWS NeuronCore Architecture[#](#aws-neuroncore-architecture "Permalink to this headline") see [NeuronCore-v1 Architecture](neuron-core-v1.html#neuroncores-v1-arch) and [NeuronCore-v2 Architecture](neuron-core-v2.html#neuroncores-v2-arch) _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>AWS NeuronCore Architecture — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Model Architecture Fit Guidelines" href="../model-architecture-fit.html"> <link rel="prev" title="Trainium Architecture" href="trainium.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/neuron-hardware/neuroncores-arch", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Architecture </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/neuron-hardware/neuroncores-arch.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/neuron-hardware/neuroncores-arch.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/arch/neuron-hardware/neuroncores-arch.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>AWS NeuronCore Architecture</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="aws-neuroncore-architecture"> <span id="neuroncores-arch"></span><h1>AWS NeuronCore Architecture<a class="headerlink" href="#aws-neuroncore-architecture" title="Permalink to this headline">#</a></h1> <p>see <a class="reference internal" href="neuron-core-v1.html#neuroncores-v1-arch"><span class="std std-ref">NeuronCore-v1 Architecture</span></a> and <a class="reference internal" href="neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2 Architecture</span></a></p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="trainium.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Trainium Architecture</p> </div> </a> <a class="right-next" id="next-link" href="../model-architecture-fit.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Model Architecture Fit Guidelines</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:18.391Z
Neuron Features — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-features/index.html
# Neuron Features — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Neuron Features[#](#neuron-features "Permalink to this headline") Neuron features provide insights into Neuron capabilities that enable high-performance and improve usability of developing and deploying deep learning acceleration on top of Inferentia and Trainium based instances. Neuron Collective Communication Neuron Custom C++ Operators _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Neuron Features — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Data Types" href="data-types.html"> <link rel="prev" title="Neuron Glossary" href="../glossary.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/neuron-features/index", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="current reference internal" href="#"> Features </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/neuron-features/index.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/neuron-features/index.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/arch/neuron-features/index.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Neuron Features</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="neuron-features"> <span id="neuron-features-index"></span><h1>Neuron Features<a class="headerlink" href="#neuron-features" title="Permalink to this headline">#</a></h1> <p>Neuron features provide insights into Neuron capabilities that enable high-performance and improve usability of developing and deploying deep learning acceleration on top of Inferentia and Trainium based instances.</p> <div class="sd-container-fluid sd-sphinx-override sd-mb-4 docutils"> <div class="sd-row sd-row-cols-2 sd-row-cols-xs-2 sd-row-cols-sm-2 sd-row-cols-md-2 sd-row-cols-lg-2 docutils"> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Data Types</div> </div> <a class="sd-stretched-link reference internal" href="data-types.html#neuron-data-types"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Neuron Rounding Modes</div> </div> <a class="sd-stretched-link reference internal" href="rounding-modes.html#neuron-rounding-modes"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Neuron Batching</div> </div> <a class="sd-stretched-link reference internal" href="neuroncore-batching.html#neuron-batching"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> NeuronCore Pipeline</div> </div> <a class="sd-stretched-link reference internal" href="neuroncore-pipeline.html#neuroncore-pipeline"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Neuron Persistent Cache</div> </div> <a class="sd-stretched-link reference internal" href="neuron-caching.html#neuron-caching"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Neuron Collective Communication</div> </div> <a class="sd-stretched-link reference internal" href="collective-communication.html#feature-cccom"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Neuron Control Flow</div> </div> <a class="sd-stretched-link reference internal" href="control-flow.html#feature-control-flow"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Neuron Custom C++ Operators</div> </div> <a class="sd-stretched-link reference internal" href="custom-c%2B%2B-operators.html#feature-custom-c-operators"><span class="std std-ref"></span></a></div> <div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils"> <div class="sd-card-body sphinx-design-class-title-small docutils"> <div class="sd-card-title sd-font-weight-bold docutils"> Neuron Dynamic Shapes</div> </div> <a class="sd-stretched-link reference internal" href="dynamic-shapes.html#dynamic-shapes"><span class="std std-ref"></span></a></div> </div> </div> <div class="toctree-wrapper compound"> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../glossary.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Neuron Glossary</p> </div> </a> <a class="right-next" id="next-link" href="data-types.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Data Types</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:18.584Z
Inferentia Architecture — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-hardware/inferentia.html
# Inferentia Architecture — AWS Neuron Documentation ## Inferentia Architecture[#](#inferentia-architecture "Permalink to this headline") At the heart of the Inf1 instance are 16 x Inferentia devices (each Inferentia include 4 x [NeuronCore-v1](neuron-core-v1.html#neuroncores-v1-arch)), as depicted below: ![../../../_images/inferentia-neurondevice.png](../../../_images/inferentia-neurondevice.png) Each Inferentia device consists of: - Compute: - 4x [NeuronCore-v1](neuron-core-v1.html#neuroncores-v1-arch) cores, delivering 128 INT8 TOPS and 64 FP16/BF16 TFLOPS - Device Memory: - 8GiB of device DRAM memory (for storing parameters and intermediate state), with 50 GiB/sec of bandwidth - NeuronLink: - Enables co-optimization of latency and throughput via the [Neuron Core Pipeline](../neuron-features/neuroncore-pipeline.html#neuroncore-pipeline) technology _This document is relevant for_: `Inf1`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Inferentia Architecture — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Inferentia2 Architecture" href="inferentia2.html"> <link rel="prev" title="AWS Inf2 Architecture" href="inf2-arch.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/neuron-hardware/inferentia", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Architecture </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-hardware/inferentia.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-hardware/inferentia.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/arch/neuron-hardware/inferentia.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/arch/neuron-hardware/inferentia.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/arch/neuron-hardware/inferentia.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/arch/neuron-hardware/inferentia.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/arch/neuron-hardware/inferentia.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/arch/neuron-hardware/inferentia.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/arch/neuron-hardware/inferentia.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/arch/neuron-hardware/inferentia.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/arch/neuron-hardware/inferentia.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/arch/neuron-hardware/inferentia.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/arch/neuron-hardware/inferentia.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/arch/neuron-hardware/inferentia.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/arch/neuron-hardware/inferentia.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/arch/neuron-hardware/inferentia.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/arch/neuron-hardware/inferentia.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/arch/neuron-hardware/inferentia.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/arch/neuron-hardware/inferentia.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/arch/neuron-hardware/inferentia.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/arch/neuron-hardware/inferentia.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/arch/neuron-hardware/inferentia.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/arch/neuron-hardware/inferentia.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/arch/neuron-hardware/inferentia.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/arch/neuron-hardware/inferentia.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/arch/neuron-hardware/inferentia.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/arch/neuron-hardware/inferentia.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/arch/neuron-hardware/inferentia.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/arch/neuron-hardware/inferentia.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/arch/neuron-hardware/inferentia.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/arch/neuron-hardware/inferentia.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/neuron-hardware/inferentia.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/neuron-hardware/inferentia.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/arch/neuron-hardware/inferentia.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Inferentia Architecture</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="inferentia-architecture"> <span id="inferentia-arch"></span><h1>Inferentia Architecture<a class="headerlink" href="#inferentia-architecture" title="Permalink to this headline">#</a></h1> <p>At the heart of the Inf1 instance are 16 x Inferentia devices (each Inferentia include 4 x <a class="reference internal" href="neuron-core-v1.html#neuroncores-v1-arch"><span class="std std-ref">NeuronCore-v1</span></a>), as depicted below:</p> <img alt="../../../_images/inferentia-neurondevice.png" src="../../../_images/inferentia-neurondevice.png"> <p>Each Inferentia device consists of:</p> <ul class="simple"> <li><dl class="simple"> <dt>Compute:</dt><dd><ul> <li><p>4x <a class="reference internal" href="neuron-core-v1.html#neuroncores-v1-arch"><span class="std std-ref">NeuronCore-v1</span></a> cores, delivering 128 INT8 TOPS and 64 FP16/BF16 TFLOPS</p></li> </ul> </dd> </dl> </li> <li><dl class="simple"> <dt>Device Memory:</dt><dd><ul> <li><p>8GiB of device DRAM memory (for storing parameters and intermediate state), with 50 GiB/sec of bandwidth</p></li> </ul> </dd> </dl> </li> <li><dl class="simple"> <dt>NeuronLink:</dt><dd><ul> <li><p>Enables co-optimization of latency and throughput via the <a class="reference internal" href="../neuron-features/neuroncore-pipeline.html#neuroncore-pipeline"><span class="std std-ref">Neuron Core Pipeline</span></a> technology</p></li> </ul> </dd> </dl> </li> </ul> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="inf2-arch.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">AWS Inf2 Architecture</p> </div> </a> <a class="right-next" id="next-link" href="inferentia2.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Inferentia2 Architecture</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:18.770Z
Model Architecture Fit Guidelines — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/model-architecture-fit.html
# Model Architecture Fit Guidelines — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Model Architecture Fit Guidelines[#](#model-architecture-fit-guidelines "Permalink to this headline") Table of contents - [Introduction](#introduction) - [Model Support Overview](#model-support-overview) - [AWS Trainium and AWS Inferentia2 (NeuronCore-v2)](#aws-trainium-and-aws-inferentia2-neuroncore-v2) - [AWS Inferentia (NeuronCore v1)](#aws-inferentia-neuroncore-v1) - [Clarifications on Inferentia (1st generation) Model Architecture](#clarifications-on-inferentia-1st-generation-model-architecture) - [Natural Language Processing (NLP) Models with Transformer](#natural-language-processing-nlp-models-with-transformer) - [Computer Vision Models](#computer-vision-models) - [Models with Long Short-Term Memory (LSTM) networks](#models-with-long-short-term-memory-lstm-networks) - [Diffusion Models](#diffusion-models) - [Known Issues on Inferentia (NeuronCore v1)](#known-issues-on-inferentia-neuroncore-v1) ## [Model Support Overview](#id2)[#](#model-support-overview "Permalink to this headline") ### [AWS Trainium and AWS Inferentia2 (NeuronCore-v2)](#id3)[#](#aws-trainium-and-aws-inferentia2-neuroncore-v2 "Permalink to this headline") _Last update_ - 05/05/2023 | Model Family/ Neural Network Architecture | Category | Hardware Architecture | Training with PyTorch Neuron (`torch-neuronx`) | Inference with PyTorch Neuron (`torch-neuronx`) | Inference with TensorFlow Neuron (`tensorflow-neuronx`) | | --- | --- | --- | --- | --- | --- | | Transformer Encoders | NLP | Good Fit | Supported | Supported | Supported | | Transformer Decoders | NLP | Good Fit | Supported | Supported | [Roadmap Item](../roadmap-readme.html#neuron-roadmap) | | Transformer Encoder-Decoder (Sequence-to-sequence) | NLP | Good Fit | Supported | [Roadmap Item](../roadmap-readme.html#neuron-roadmap) | [Roadmap Item](../roadmap-readme.html#neuron-roadmap) | | LSTMs | NLP and Computer Vision | Good Fit | [Roadmap Item](../roadmap-readme.html#neuron-roadmap) | [Roadmap Item](../roadmap-readme.html#neuron-roadmap) | [Roadmap Item](../roadmap-readme.html#neuron-roadmap) | | Vision Transformer | Computer Vision | Good Fit | Supported | Supported | [Roadmap Item](../roadmap-readme.html#neuron-roadmap) | | Diffusion models | Computer Vision | Good Fit | [Roadmap Item](../roadmap-readme.html#neuron-roadmap) | Supported | [Roadmap Item](../roadmap-readme.html#neuron-roadmap) | | Convolutional Neural Network (CNN) models | Computer Vision | Good Fit | [Roadmap Item](../roadmap-readme.html#neuron-roadmap) | Supported | [Roadmap Item](../roadmap-readme.html#neuron-roadmap) | | R-CNNs | Computer Vision | Good Fit | [Roadmap Item](../roadmap-readme.html#neuron-roadmap) | [Roadmap Item](../roadmap-readme.html#neuron-roadmap) | [Roadmap Item](../roadmap-readme.html#neuron-roadmap) | Note Supported means that at least a single model of the model family or the neural-network architecture already enabled. ### [AWS Inferentia (NeuronCore v1)](#id4)[#](#aws-inferentia-neuroncore-v1 "Permalink to this headline") _Last update_ - 05/05/2023 | Model Family/ Neural Network Architecture | Category | Hardware Architecture | PyTorch Neuron (`torch-neuron`) | TensorFlow Neuron (`tensorflow-neuron (TF 1.x)`) | TensorFlow Neuron (`tensorflow-neuron (TF 2.x)`) | | --- | --- | --- | --- | --- | --- | | Transformer Encoders | NLP | Good Fit | Supported | Supported | Supported | | Transformer Decoders | NLP | Not a Good Fit | NA | NA | NA | | Transformer Encoder-Decoder (Sequence-to-sequence) | NLP | Not a Good Fit | NA | NA | NA | | LSTMs | NLP and Computer Vision | Good Fit | Supported | NA | NA | | Vision Transformer | Computer Vision | Good Fit | Supported | [Roadmap Item](../roadmap-readme.html#neuron-roadmap) | [Roadmap Item](../roadmap-readme.html#neuron-roadmap) | | Diffusion models | Computer Vision | Good Fit | [Roadmap Item](../roadmap-readme.html#neuron-roadmap) | NA | NA | | Convolutional Neural Network (CNN) models | Computer Vision | Good Fit | Supported | Supported | [Roadmap Item](../roadmap-readme.html#neuron-roadmap) | | R-CNNs | Computer Vision | Supported with limitations | Supported with limitations | NA | NA | Note Supported means that at least a single model of the model family or the neural-network architecture already enabled. ## [Clarifications on Inferentia (1st generation) Model Architecture](#id5)[#](#clarifications-on-inferentia-1st-generation-model-architecture "Permalink to this headline") ### [Natural Language Processing (NLP) Models with Transformer](#id6)[#](#natural-language-processing-nlp-models-with-transformer "Permalink to this headline") #### Transformer Encoders[#](#transformer-encoders "Permalink to this headline") Autoencoding models use only the encoder part of the Transformer architecture. Representatives of this family include models like **BERT, distilBERT, XLM-BERT, Roberta, BioBert**, etc. Since the encoding process in these models can be parallelized, you can expect these models to run well both on Inferentia and Trainium. - **Architecture Fit** - Autoencoding models are a good fit for Inferentia. - **Neuron Support** - Neuron SDK support running Autoencoding models for inference on Inferentia. Please see [benchmark results](../benchmarks/inf1/index.html#appnote-performance-benchmark) of these models. To get started with NLP models you can refer to Neuron [PyTorch](../../frameworks/torch/torch-neuron/tutorials/index.html#pytorch-nlp), [TensorFlow](../../frameworks/tensorflow/tensorflow-neuron/tutorials/index.html#tensorflow-nlp) and [MXNet](../../frameworks/mxnet-neuron/tutorials/index.html#mxnet-nlp) NLP tutorials. #### Decoder models, or autoregressive models with Transformer[#](#decoder-models-or-autoregressive-models-with-transformer "Permalink to this headline") Autoregressive models keep only the decoder part of the Transformer architecture. Representatives of this family include models like **GPT-3, GPT-2**, etc. - **Architecture Fit** - Autoregressive models are not a good fit for Inferentia. Usually the decoder part in these models is the most significant performance bottleneck since it must be executed once per output token, causing frequent access to the memory. Due to this these models typically experience the best performance only when the decoder maximum sequence length is short (e.g., 128). - **Neuron Support** - Neuron SDK does not support Autoregressive models inference on Inferentia. #### Encoder-decoder models, or sequence-to-sequence models with Transformer[#](#encoder-decoder-models-or-sequence-to-sequence-models-with-transformer "Permalink to this headline") Sequence-to-sequence models use both of encoder and decoder of the Transformer architecture. Representatives of this family include models like **T5, Bart, Marian MT**, etc. - **Architecture Fit** - Sequence-to-sequence models are not a good fit for Inferentia. Like decoder models explained above, usually the decoder part in these sequence-to-sequence models is the most significant performance bottleneck since it must be executed once per output token, causing frequent access to the memory. Due to this, even when you enabled the models to run on Inferentia with wrapping the decoder part, these models typically experience the best performance only when the decoder maximum sequence length is short (e.g., 128). - **Neuron Support** - Neuron SDK does not support sequence-to-sequence models inference on Inferentia out of the box. However, you can run a model with defining wrappers around the encoder and decoder portions of it. For example, please refer to MarianMT tutorial on Inferentia for more details. ### [Computer Vision Models](#id7)[#](#computer-vision-models "Permalink to this headline") #### Convolutional Neural Network (CNN) based models[#](#convolutional-neural-network-cnn-based-models "Permalink to this headline") CNN based models are used for applications in image classification and object detection. Representatives of this family include models like **ResNet, ResNext, VGG, YOLO, SSD**, etc. - **Architecture Fit** - CNN based models are a good fit for Inferentia. - **Neuron Support** - Neuron SDK supports CNN based models inference on Inferentia. Please see the [benchmark results](../benchmarks/inf1/index.html#appnote-performance-benchmark) of these models. To get started with these models you can refer to Neuron [PyTorch](../../frameworks/torch/torch-neuron/tutorials/index.html#pytorch-computervision), [TensorFlow](../../frameworks/tensorflow/tensorflow-neuron/tutorials/index.html#tensorflow-computervision) and [MXNet](../../frameworks/mxnet-neuron/tutorials/index.html#mxnet-computervision) tutorials. #### Region-based CNN (R-CNN) models[#](#region-based-cnn-r-cnn-models "Permalink to this headline") Region-based CNNs (R-CNNs) models are commonly used for object detection and image segmentation tasks. Popular variants of the the R-CNN model include R-CNN, Fast R-CNN, Faster R-CNN, and Mask R-CNN. - **Architecture Fit** - R-CNN models can have a few limitations and considerations on Inferentia: **RoI Align operators**: At this time, RoI Align operators typically cannot run efficiently on NeuronCore v1. As a result, RoI Align operators are mapped directly to CPU during compilation. R-CNN models that predict a low number of bounding boxes (<100) experience the best performance on Inferentia. **Large ResNet backbone**: R-CNNs that have a large ResNet backbone (such as ResNet-50 or ResNet-101) experience the greatest performance improvement on Inferentia because a larger portion of the R-CNN compute is accelerated. - **Neuron Support** - Torch models must be traceable using [`torch.jit.trace()`](https://pytorch.org/docs/master/generated/torch.jit.trace.html#torch.jit.trace "(in PyTorch vmaster (2.1.0a0+gitbe0b12e ))") for compilation on Inferentia. Most [Detectron2](https://github.com/facebookresearch/detectron2)\-based R-CNNs are not jit traceable by default, so they cannot readily be compiled for optimized inference on Inferentia. The [Running R-CNNs on Inf1](../appnotes/torch-neuron/rcnn-app-note.html#torch-neuron-r-cnn-app-note) application note demonstrates how to compile and improve the performance of R-CNN models on Inferentia. It also provides an end-to-end example of running a Detectron2 R-CNN on Inferentia. ### [Models with Long Short-Term Memory (LSTM) networks](#id8)[#](#models-with-long-short-term-memory-lstm-networks "Permalink to this headline") LSTMs use an internal state to process sequential data. LSTMs are commonly used to model temporal sequences of data in language processing and computer vision applications. - **Architecture Fit** - Models with LSTM cells are a good fit for Inferentia. - **Neuron Support** - Models with LSTM networks are supported on Inferentia, please see [Developer Guide - PyTorch Neuron (torch-neuron) LSTM Support](../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html#torch-neuron-lstm-support). ### [Diffusion Models](#id9)[#](#diffusion-models "Permalink to this headline") - **Architecture Fit** - Diffusion models are a good fit for Inferentia. - **Neuron Support** - Diffusion models are not supported on Inferentia as of the latest Neuron release. Please track the [Neuron Roadmap](../roadmap-readme.html#neuron-roadmap) for details. ### [Known Issues on Inferentia (NeuronCore v1)](#id10)[#](#known-issues-on-inferentia-neuroncore-v1 "Permalink to this headline") #### Support of large models (impacts torch-neuron and tensorflow-neuron (TF1.x))[#](#support-of-large-models-impacts-torch-neuron-and-tensorflow-neuron-tf1-x "Permalink to this headline") During compilation on Inferentia (NeuronCore v1), `torch-neuron` and `tensorflow-neuron (TF1.x)` export a protobuf that contains the model’s graph structure and weights. This causes an issue when the total size of the model’s weights exceeds the 2GB limitation of protobufs. As a result, customers who want to run large models such as **RegNet**, **Stable Diffusion**, and **t5-11b** might run into protobuf errors during compilation. This is a known issue related to the compilation process, not a hardware-dependent issue. Allowing large models like this to be compiled for inference on Inferentia (NeuronCore v1) is a feature that we intend to address in a future release. Please track the [Neuron Roadmap](../roadmap-readme.html#neuron-roadmap) for details. _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Model Architecture Fit Guidelines — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="Neuron Glossary" href="glossary.html"> <link rel="prev" title="AWS NeuronCore Architecture" href="neuron-hardware/neuroncores-arch.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/model-architecture-fit", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Architecture </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/model-architecture-fit.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/model-architecture-fit.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/general/arch/model-architecture-fit.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#introduction"> Introduction </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#model-support-overview"> Model Support Overview </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#aws-trainium-and-aws-inferentia2-neuroncore-v2"> AWS Trainium and AWS Inferentia2 (NeuronCore-v2) </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#aws-inferentia-neuroncore-v1"> AWS Inferentia (NeuronCore v1) </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#clarifications-on-inferentia-1st-generation-model-architecture"> Clarifications on Inferentia (1st generation) Model Architecture </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#natural-language-processing-nlp-models-with-transformer"> Natural Language Processing (NLP) Models with Transformer </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#transformer-encoders"> Transformer Encoders </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#decoder-models-or-autoregressive-models-with-transformer"> Decoder models, or autoregressive models with Transformer </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#encoder-decoder-models-or-sequence-to-sequence-models-with-transformer"> Encoder-decoder models, or sequence-to-sequence models with Transformer </a> </li> </ul> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#computer-vision-models"> Computer Vision Models </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#convolutional-neural-network-cnn-based-models"> Convolutional Neural Network (CNN) based models </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#region-based-cnn-r-cnn-models"> Region-based CNN (R-CNN) models </a> </li> </ul> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#models-with-long-short-term-memory-lstm-networks"> Models with Long Short-Term Memory (LSTM) networks </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#diffusion-models"> Diffusion Models </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#known-issues-on-inferentia-neuroncore-v1"> Known Issues on Inferentia (NeuronCore v1) </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#support-of-large-models-impacts-torch-neuron-and-tensorflow-neuron-tf1-x"> Support of large models (impacts <cite> torch-neuron </cite> and <cite> tensorflow-neuron </cite> (TF1.x)) </a> </li> </ul> </li> </ul> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Model Architecture Fit Guidelines</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#introduction"> Introduction </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#model-support-overview"> Model Support Overview </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#aws-trainium-and-aws-inferentia2-neuroncore-v2"> AWS Trainium and AWS Inferentia2 (NeuronCore-v2) </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#aws-inferentia-neuroncore-v1"> AWS Inferentia (NeuronCore v1) </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#clarifications-on-inferentia-1st-generation-model-architecture"> Clarifications on Inferentia (1st generation) Model Architecture </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#natural-language-processing-nlp-models-with-transformer"> Natural Language Processing (NLP) Models with Transformer </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#transformer-encoders"> Transformer Encoders </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#decoder-models-or-autoregressive-models-with-transformer"> Decoder models, or autoregressive models with Transformer </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#encoder-decoder-models-or-sequence-to-sequence-models-with-transformer"> Encoder-decoder models, or sequence-to-sequence models with Transformer </a> </li> </ul> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#computer-vision-models"> Computer Vision Models </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#convolutional-neural-network-cnn-based-models"> Convolutional Neural Network (CNN) based models </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#region-based-cnn-r-cnn-models"> Region-based CNN (R-CNN) models </a> </li> </ul> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#models-with-long-short-term-memory-lstm-networks"> Models with Long Short-Term Memory (LSTM) networks </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#diffusion-models"> Diffusion Models </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#known-issues-on-inferentia-neuroncore-v1"> Known Issues on Inferentia (NeuronCore v1) </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#support-of-large-models-impacts-torch-neuron-and-tensorflow-neuron-tf1-x"> Support of large models (impacts <cite> torch-neuron </cite> and <cite> tensorflow-neuron </cite> (TF1.x)) </a> </li> </ul> </li> </ul> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="model-architecture-fit-guidelines"> <span id="model-architecture-fit"></span><h1>Model Architecture Fit Guidelines<a class="headerlink" href="#model-architecture-fit-guidelines" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#introduction" id="id1">Introduction</a></p></li> <li><p><a class="reference internal" href="#model-support-overview" id="id2">Model Support Overview</a></p> <ul> <li><p><a class="reference internal" href="#aws-trainium-and-aws-inferentia2-neuroncore-v2" id="id3">AWS Trainium and AWS Inferentia2 (NeuronCore-v2)</a></p></li> <li><p><a class="reference internal" href="#aws-inferentia-neuroncore-v1" id="id4">AWS Inferentia (NeuronCore v1)</a></p></li> </ul> </li> <li><p><a class="reference internal" href="#clarifications-on-inferentia-1st-generation-model-architecture" id="id5">Clarifications on Inferentia (1st generation) Model Architecture</a></p> <ul> <li><p><a class="reference internal" href="#natural-language-processing-nlp-models-with-transformer" id="id6">Natural Language Processing (NLP) Models with Transformer</a></p></li> <li><p><a class="reference internal" href="#computer-vision-models" id="id7">Computer Vision Models</a></p></li> <li><p><a class="reference internal" href="#models-with-long-short-term-memory-lstm-networks" id="id8">Models with Long Short-Term Memory (LSTM) networks</a></p></li> <li><p><a class="reference internal" href="#diffusion-models" id="id9">Diffusion Models</a></p></li> <li><p><a class="reference internal" href="#known-issues-on-inferentia-neuroncore-v1" id="id10">Known Issues on Inferentia (NeuronCore v1)</a></p></li> </ul> </li> </ul> </div> <div class="section" id="introduction"> <h2><a class="toc-backref" href="#id1">Introduction</a><a class="headerlink" href="#introduction" title="Permalink to this headline">#</a></h2> <p>AWS Neuron SDK enables you to train and deploy a wide range of deep learning models on <a class="reference internal" href="neuron-hardware/inf1-arch.html#aws-inf1-arch"><span class="std std-ref">EC2 Inf1</span></a>, <a class="reference internal" href="neuron-hardware/inf2-arch.html#aws-inf2-arch"><span class="std std-ref">EC2 inf2</span></a> and <a class="reference internal" href="neuron-hardware/trn1-arch.html#aws-trn1-arch"><span class="std std-ref">EC2 Trn1/Trn1n</span></a> instances , which are powered by <a class="reference internal" href="neuron-hardware/inferentia.html#inferentia-arch"><span class="std std-ref">Inferentia</span></a>, <a class="reference internal" href="neuron-hardware/inferentia2.html#inferentia2-arch"><span class="std std-ref">Inferentia2</span></a> and <a class="reference internal" href="neuron-hardware/trainium.html#trainium-arch"><span class="std std-ref">Trainium</span></a> devices. The below table provides details of the NeuronDevices and NeuronCores enabling each instance:</p> <table class="colwidths-auto table"> <thead> <tr class="row-odd"><th class="head stub"><p>Instance</p></th> <th class="head"><p>NeuronDevices</p></th> <th class="head"><p>NeuronCores</p></th> <th class="head"><p># NeuronCores in a NeuronDevice</p></th> </tr> </thead> <tbody> <tr class="row-even"><th class="stub"><p><a class="reference internal" href="neuron-hardware/trn1-arch.html#aws-trn1-arch"><span class="std std-ref">EC2 Trn1</span></a></p></th> <td><p>16 x <a class="reference internal" href="neuron-hardware/trainium.html#trainium-arch"><span class="std std-ref">Trainium</span></a></p></td> <td><p>32 x <a class="reference internal" href="neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2</span></a></p></td> <td><p>2</p></td> </tr> <tr class="row-odd"><th class="stub"><p><a class="reference internal" href="neuron-hardware/trn1-arch.html#aws-trn1-arch"><span class="std std-ref">EC2 Trn1n</span></a></p></th> <td><p>16 x <a class="reference internal" href="neuron-hardware/trainium.html#trainium-arch"><span class="std std-ref">Trainium</span></a></p></td> <td><p>32 x <a class="reference internal" href="neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2</span></a></p></td> <td><p>2</p></td> </tr> <tr class="row-even"><th class="stub"><p><a class="reference internal" href="neuron-hardware/inf2-arch.html#aws-inf2-arch"><span class="std std-ref">EC2 inf2</span></a></p></th> <td><p>12 x <a class="reference internal" href="neuron-hardware/inferentia2.html#inferentia2-arch"><span class="std std-ref">Inferentia2</span></a></p></td> <td><p>24 x <a class="reference internal" href="neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2</span></a></p></td> <td><p>2</p></td> </tr> <tr class="row-odd"><th class="stub"><p><a class="reference internal" href="neuron-hardware/inf1-arch.html#aws-inf1-arch"><span class="std std-ref">EC2 Inf1</span></a></p></th> <td><p>16 x <a class="reference internal" href="neuron-hardware/inferentia.html#inferentia-arch"><span class="std std-ref">Inferentia</span></a></p></td> <td><p>64 x <a class="reference internal" href="neuron-hardware/neuron-core-v1.html#neuroncores-v1-arch"><span class="std std-ref">NeuronCore-v1</span></a></p></td> <td><p>4</p></td> </tr> </tbody> </table> <p>This document describes what types of deep learning model architectures are a good fit for <a class="reference internal" href="neuron-hardware/inferentia.html#inferentia-arch"><span class="std std-ref">Inferentia</span></a>, <a class="reference internal" href="neuron-hardware/inferentia2.html#inferentia2-arch"><span class="std std-ref">Inferentia2</span></a> and <a class="reference internal" href="neuron-hardware/trainium.html#trainium-arch"><span class="std std-ref">Trainium</span></a> powered instances.</p> </div> <div class="section" id="model-support-overview"> <h2><a class="toc-backref" href="#id2">Model Support Overview</a><a class="headerlink" href="#model-support-overview" title="Permalink to this headline">#</a></h2> <div class="section" id="aws-trainium-and-aws-inferentia2-neuroncore-v2"> <span id="model-architecture-fit-neuroncore-v2"></span><h3><a class="toc-backref" href="#id3">AWS Trainium and AWS Inferentia2 (NeuronCore-v2)</a><a class="headerlink" href="#aws-trainium-and-aws-inferentia2-neuroncore-v2" title="Permalink to this headline">#</a></h3> <p><em>Last update</em> - 05/05/2023</p> <table class="colwidths-auto table-smaller-font-size table"> <thead> <tr class="row-odd"><th class="head"><p>Model Family/ Neural Network Architecture</p></th> <th class="head"><p>Category</p></th> <th class="head"><p>Hardware Architecture</p></th> <th class="head"><p>Training with PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</p></th> <th class="head"><p>Inference with PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</p></th> <th class="head"><p>Inference with TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</p></th> </tr> </thead> <tbody> <tr class="row-even"><td><p>Transformer Encoders</p></td> <td><p>NLP</p></td> <td><p>Good Fit</p></td> <td><p>Supported</p></td> <td><p>Supported</p></td> <td><p>Supported</p></td> </tr> <tr class="row-odd"><td><p>Transformer Decoders</p></td> <td><p>NLP</p></td> <td><p>Good Fit</p></td> <td><p>Supported</p></td> <td><p>Supported</p></td> <td><p><a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap Item</span></a></p></td> </tr> <tr class="row-even"><td><p>Transformer Encoder-Decoder (Sequence-to-sequence)</p></td> <td><p>NLP</p></td> <td><p>Good Fit</p></td> <td><p>Supported</p></td> <td><p><a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap Item</span></a></p></td> <td><p><a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap Item</span></a></p></td> </tr> <tr class="row-odd"><td><p>LSTMs</p></td> <td><p>NLP and Computer Vision</p></td> <td><p>Good Fit</p></td> <td><p><a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap Item</span></a></p></td> <td><p><a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap Item</span></a></p></td> <td><p><a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap Item</span></a></p></td> </tr> <tr class="row-even"><td><p>Vision Transformer</p></td> <td><p>Computer Vision</p></td> <td><p>Good Fit</p></td> <td><p>Supported</p></td> <td><p>Supported</p></td> <td><p><a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap Item</span></a></p></td> </tr> <tr class="row-odd"><td><p>Diffusion models</p></td> <td><p>Computer Vision</p></td> <td><p>Good Fit</p></td> <td><p><a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap Item</span></a></p></td> <td><p>Supported</p></td> <td><p><a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap Item</span></a></p></td> </tr> <tr class="row-even"><td><p>Convolutional Neural Network (CNN) models</p></td> <td><p>Computer Vision</p></td> <td><p>Good Fit</p></td> <td><p><a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap Item</span></a></p></td> <td><p>Supported</p></td> <td><p><a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap Item</span></a></p></td> </tr> <tr class="row-odd"><td><p>R-CNNs</p></td> <td><p>Computer Vision</p></td> <td><p>Good Fit</p></td> <td><p><a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap Item</span></a></p></td> <td><p><a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap Item</span></a></p></td> <td><p><a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap Item</span></a></p></td> </tr> </tbody> </table> <div class="admonition note"> <p class="admonition-title">Note</p> <p>Supported means that at least a single model of the model family or the neural-network architecture already enabled.</p> </div> </div> <div class="section" id="aws-inferentia-neuroncore-v1"> <span id="model-architecture-fit-neuroncore-v1"></span><h3><a class="toc-backref" href="#id4">AWS Inferentia (NeuronCore v1)</a><a class="headerlink" href="#aws-inferentia-neuroncore-v1" title="Permalink to this headline">#</a></h3> <p><em>Last update</em> - 05/05/2023</p> <table class="colwidths-auto table-smaller-font-size table"> <thead> <tr class="row-odd"><th class="head"><p>Model Family/ Neural Network Architecture</p></th> <th class="head"><p>Category</p></th> <th class="head"><p>Hardware Architecture</p></th> <th class="head"><p>PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</p></th> <th class="head"><p>TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span> <span class="pre">(TF</span> <span class="pre">1.x)</span></code>)</p></th> <th class="head"><p>TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span> <span class="pre">(TF</span> <span class="pre">2.x)</span></code>)</p></th> </tr> </thead> <tbody> <tr class="row-even"><td><p>Transformer Encoders</p></td> <td><p>NLP</p></td> <td><p>Good Fit</p></td> <td><p>Supported</p></td> <td><p>Supported</p></td> <td><p>Supported</p></td> </tr> <tr class="row-odd"><td><p>Transformer Decoders</p></td> <td><p>NLP</p></td> <td><p>Not a Good Fit</p></td> <td><p>NA</p></td> <td><p>NA</p></td> <td><p>NA</p></td> </tr> <tr class="row-even"><td><p>Transformer Encoder-Decoder (Sequence-to-sequence)</p></td> <td><p>NLP</p></td> <td><p>Not a Good Fit</p></td> <td><p>NA</p></td> <td><p>NA</p></td> <td><p>NA</p></td> </tr> <tr class="row-odd"><td><p>LSTMs</p></td> <td><p>NLP and Computer Vision</p></td> <td><p>Good Fit</p></td> <td><p>Supported</p></td> <td><p>NA</p></td> <td><p>NA</p></td> </tr> <tr class="row-even"><td><p>Vision Transformer</p></td> <td><p>Computer Vision</p></td> <td><p>Good Fit</p></td> <td><p>Supported</p></td> <td><p><a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap Item</span></a></p></td> <td><p><a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap Item</span></a></p></td> </tr> <tr class="row-odd"><td><p>Diffusion models</p></td> <td><p>Computer Vision</p></td> <td><p>Good Fit</p></td> <td><p><a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap Item</span></a></p></td> <td><p>NA</p></td> <td><p>NA</p></td> </tr> <tr class="row-even"><td><p>Convolutional Neural Network (CNN) models</p></td> <td><p>Computer Vision</p></td> <td><p>Good Fit</p></td> <td><p>Supported</p></td> <td><p>Supported</p></td> <td><p><a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Roadmap Item</span></a></p></td> </tr> <tr class="row-odd"><td><p>R-CNNs</p></td> <td><p>Computer Vision</p></td> <td><p>Supported with limitations</p></td> <td><p>Supported with limitations</p></td> <td><p>NA</p></td> <td><p>NA</p></td> </tr> </tbody> </table> <div class="admonition note"> <p class="admonition-title">Note</p> <p>Supported means that at least a single model of the model family or the neural-network architecture already enabled.</p> </div> </div> </div> <div class="section" id="clarifications-on-inferentia-1st-generation-model-architecture"> <h2><a class="toc-backref" href="#id5">Clarifications on Inferentia (1st generation) Model Architecture</a><a class="headerlink" href="#clarifications-on-inferentia-1st-generation-model-architecture" title="Permalink to this headline">#</a></h2> <div class="section" id="natural-language-processing-nlp-models-with-transformer"> <h3><a class="toc-backref" href="#id6">Natural Language Processing (NLP) Models with Transformer</a><a class="headerlink" href="#natural-language-processing-nlp-models-with-transformer" title="Permalink to this headline">#</a></h3> <div class="section" id="transformer-encoders"> <h4>Transformer Encoders<a class="headerlink" href="#transformer-encoders" title="Permalink to this headline">#</a></h4> <p>Autoencoding models use only the encoder part of the Transformer architecture. Representatives of this family include models like <strong>BERT, distilBERT, XLM-BERT, Roberta, BioBert</strong>, etc. Since the encoding process in these models can be parallelized, you can expect these models to run well both on Inferentia and Trainium.</p> <ul class="simple"> <li><p><strong>Architecture Fit</strong> - Autoencoding models are a good fit for Inferentia.</p></li> <li><p><strong>Neuron Support</strong> - Neuron SDK support running Autoencoding models for inference on Inferentia. Please see <a class="reference internal" href="../benchmarks/inf1/index.html#appnote-performance-benchmark"><span class="std std-ref">benchmark results</span></a> of these models. To get started with NLP models you can refer to Neuron <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/index.html#pytorch-nlp"><span class="std std-ref">PyTorch</span></a>, <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/index.html#tensorflow-nlp"><span class="std std-ref">TensorFlow</span></a> and <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/index.html#mxnet-nlp"><span class="std std-ref">MXNet</span></a> NLP tutorials.</p></li> </ul> </div> <div class="section" id="decoder-models-or-autoregressive-models-with-transformer"> <h4>Decoder models, or autoregressive models with Transformer<a class="headerlink" href="#decoder-models-or-autoregressive-models-with-transformer" title="Permalink to this headline">#</a></h4> <p>Autoregressive models keep only the decoder part of the Transformer architecture. Representatives of this family include models like <strong>GPT-3, GPT-2</strong>, etc.</p> <ul class="simple"> <li><p><strong>Architecture Fit</strong> - Autoregressive models are not a good fit for Inferentia. Usually the decoder part in these models is the most significant performance bottleneck since it must be executed once per output token, causing frequent access to the memory. Due to this these models typically experience the best performance only when the decoder maximum sequence length is short (e.g., 128).</p></li> <li><p><strong>Neuron Support</strong> - Neuron SDK does not support Autoregressive models inference on Inferentia.</p></li> </ul> </div> <div class="section" id="encoder-decoder-models-or-sequence-to-sequence-models-with-transformer"> <h4>Encoder-decoder models, or sequence-to-sequence models with Transformer<a class="headerlink" href="#encoder-decoder-models-or-sequence-to-sequence-models-with-transformer" title="Permalink to this headline">#</a></h4> <p>Sequence-to-sequence models use both of encoder and decoder of the Transformer architecture. Representatives of this family include models like <strong>T5, Bart, Marian MT</strong>, etc.</p> <ul class="simple"> <li><p><strong>Architecture Fit</strong> - Sequence-to-sequence models are not a good fit for Inferentia. Like decoder models explained above, usually the decoder part in these sequence-to-sequence models is the most significant performance bottleneck since it must be executed once per output token, causing frequent access to the memory. Due to this, even when you enabled the models to run on Inferentia with wrapping the decoder part, these models typically experience the best performance only when the decoder maximum sequence length is short (e.g., 128).</p></li> <li><p><strong>Neuron Support</strong> - Neuron SDK does not support sequence-to-sequence models inference on Inferentia out of the box. However, you can run a model with defining wrappers around the encoder and decoder portions of it. For example, please refer to <span class="xref std std-ref">MarianMT tutorial</span> on Inferentia for more details.</p></li> </ul> </div> </div> <div class="section" id="computer-vision-models"> <h3><a class="toc-backref" href="#id7">Computer Vision Models</a><a class="headerlink" href="#computer-vision-models" title="Permalink to this headline">#</a></h3> <div class="section" id="convolutional-neural-network-cnn-based-models"> <h4>Convolutional Neural Network (CNN) based models<a class="headerlink" href="#convolutional-neural-network-cnn-based-models" title="Permalink to this headline">#</a></h4> <p>CNN based models are used for applications in image classification and object detection. Representatives of this family include models like <strong>ResNet, ResNext, VGG, YOLO, SSD</strong>, etc.</p> <ul class="simple"> <li><p><strong>Architecture Fit</strong> - CNN based models are a good fit for Inferentia.</p></li> <li><p><strong>Neuron Support</strong> - Neuron SDK supports CNN based models inference on Inferentia. Please see the <a class="reference internal" href="../benchmarks/inf1/index.html#appnote-performance-benchmark"><span class="std std-ref">benchmark results</span></a> of these models. To get started with these models you can refer to Neuron <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/index.html#pytorch-computervision"><span class="std std-ref">PyTorch</span></a>, <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/index.html#tensorflow-computervision"><span class="std std-ref">TensorFlow</span></a> and <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/index.html#mxnet-computervision"><span class="std std-ref">MXNet</span></a> tutorials.</p></li> </ul> </div> <div class="section" id="region-based-cnn-r-cnn-models"> <h4>Region-based CNN (R-CNN) models<a class="headerlink" href="#region-based-cnn-r-cnn-models" title="Permalink to this headline">#</a></h4> <p>Region-based CNNs (R-CNNs) models are commonly used for object detection and image segmentation tasks. Popular variants of the the R-CNN model include R-CNN, Fast R-CNN, Faster R-CNN, and Mask R-CNN.</p> <ul class="simple" id="rcnn-limitations-inf1"> <li><p><strong>Architecture Fit</strong> - R-CNN models can have a few limitations and considerations on Inferentia: <strong>RoI Align operators</strong>: At this time, RoI Align operators typically cannot run efficiently on NeuronCore v1. As a result, RoI Align operators are mapped directly to CPU during compilation. R-CNN models that predict a low number of bounding boxes (&lt;100) experience the best performance on Inferentia. <strong>Large ResNet backbone</strong>: R-CNNs that have a large ResNet backbone (such as ResNet-50 or ResNet-101) experience the greatest performance improvement on Inferentia because a larger portion of the R-CNN compute is accelerated.</p></li> <li><p><strong>Neuron Support</strong> - Torch models must be traceable using <a class="reference external" href="https://pytorch.org/docs/master/generated/torch.jit.trace.html#torch.jit.trace" title="(in PyTorch vmaster (2.1.0a0+gitbe0b12e ))"><code class="xref py py-func docutils literal notranslate"><span class="pre">torch.jit.trace()</span></code></a> for compilation on Inferentia. Most <a class="reference external" href="https://github.com/facebookresearch/detectron2">Detectron2</a>-based R-CNNs are not jit traceable by default, so they cannot readily be compiled for optimized inference on Inferentia. The <a class="reference internal" href="../appnotes/torch-neuron/rcnn-app-note.html#torch-neuron-r-cnn-app-note"><span class="std std-ref">Running R-CNNs on Inf1</span></a> application note demonstrates how to compile and improve the performance of R-CNN models on Inferentia. It also provides an end-to-end example of running a Detectron2 R-CNN on Inferentia.</p></li> </ul> </div> </div> <div class="section" id="models-with-long-short-term-memory-lstm-networks"> <h3><a class="toc-backref" href="#id8">Models with Long Short-Term Memory (LSTM) networks</a><a class="headerlink" href="#models-with-long-short-term-memory-lstm-networks" title="Permalink to this headline">#</a></h3> <p>LSTMs use an internal state to process sequential data. LSTMs are commonly used to model temporal sequences of data in language processing and computer vision applications.</p> <ul class="simple"> <li><p><strong>Architecture Fit</strong> - Models with LSTM cells are a good fit for Inferentia.</p></li> <li><p><strong>Neuron Support</strong> - Models with LSTM networks are supported on Inferentia, please see <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html#torch-neuron-lstm-support"><span class="std std-ref">Developer Guide - PyTorch Neuron (torch-neuron) LSTM Support</span></a>.</p></li> </ul> </div> <div class="section" id="diffusion-models"> <h3><a class="toc-backref" href="#id9">Diffusion Models</a><a class="headerlink" href="#diffusion-models" title="Permalink to this headline">#</a></h3> <ul class="simple"> <li><p><strong>Architecture Fit</strong> - Diffusion models are a good fit for Inferentia.</p></li> <li><p><strong>Neuron Support</strong> - Diffusion models are not supported on Inferentia as of the latest Neuron release. Please track the <a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Neuron Roadmap</span></a> for details.</p></li> </ul> </div> <div class="section" id="known-issues-on-inferentia-neuroncore-v1"> <h3><a class="toc-backref" href="#id10">Known Issues on Inferentia (NeuronCore v1)</a><a class="headerlink" href="#known-issues-on-inferentia-neuroncore-v1" title="Permalink to this headline">#</a></h3> <div class="section" id="support-of-large-models-impacts-torch-neuron-and-tensorflow-neuron-tf1-x"> <h4>Support of large models (impacts <cite>torch-neuron</cite> and <cite>tensorflow-neuron</cite> (TF1.x))<a class="headerlink" href="#support-of-large-models-impacts-torch-neuron-and-tensorflow-neuron-tf1-x" title="Permalink to this headline">#</a></h4> <p id="gb-protobuf-issue">During compilation on Inferentia (NeuronCore v1), <code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code> and <code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span> <span class="pre">(TF1.x)</span></code> export a protobuf that contains the model’s graph structure and weights. This causes an issue when the total size of the model’s weights exceeds the 2GB limitation of protobufs. As a result, customers who want to run large models such as <strong>RegNet</strong>, <strong>Stable Diffusion</strong>, and <strong>t5-11b</strong> might run into protobuf errors during compilation.</p> <p>This is a known issue related to the compilation process, not a hardware-dependent issue. Allowing large models like this to be compiled for inference on Inferentia (NeuronCore v1) is a feature that we intend to address in a future release. Please track the <a class="reference internal" href="../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Neuron Roadmap</span></a> for details.</p> <div class="admonition note"> <p class="admonition-title">Note</p> <p>Neuron release 2.5.0 added Experimental support for tracing models larger than 2GB <cite>in `tensorflow-neuron (TF2.x)`</cite>, please see <code class="docutils literal notranslate"><span class="pre">extract-weights</span></code> flag in <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html#tensorflow-ref-neuron-tracing-api"><span class="std std-ref">TensorFlow 2.x (tensorflow-neuron) Tracing API</span></a></p> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="neuron-hardware/neuroncores-arch.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">AWS NeuronCore Architecture</p> </div> </a> <a class="right-next" id="next-link" href="glossary.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Neuron Glossary</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:18.951Z
AWS Trn1/Trn1n Architecture — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-hardware/trn1-arch.html
# AWS Trn1/Trn1n Architecture — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Trn1`, `Trn1n` ## AWS Trn1/Trn1n Architecture[#](#aws-trn1-trn1n-architecture "Permalink to this headline") In this page, we provide an architectural overview of the AWS Trn1/Trn1n instances, and the corresponding [Trainium](trainium.html#trainium-arch) NeuronDevices that power them (Trainium devices from here on). Table of contents - [Trn1/Trn1n Architecture](#trn1-trn1n-architecture) ## [Trn1/Trn1n Architecture](#id1)[#](#trn1-trn1n-architecture "Permalink to this headline") The EC2 Trn1/Trn1n instance is powered by up to 16 [Trainium](trainium.html#trainium-arch) devices. | Instance size | \# of Trainium devices | vCPUs | Host Memory (GiB) | FP8/FP16/BF16/TF32 TFLOPS | FP32 TFLOPS | Device Memory (GiB) | Device Memory Bandwidth (GiB/sec) | NeuronLink-v2 device-to-device (GiB/sec/device) | EFA bandwidth (Gbps) | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | Trn1.2xlarge | 1 | 8 | 32 | 190 | 47.5 | 32 | 820 | N/A | up-to 25 | | Trn1.32xlarge | 16 | 128 | 512 | 3,040 | 760 | 512 | 13,120 | 384 | 800 | | Trn1n.32xlarge | 16 | 128 | 512 | 3,040 | 760 | 512 | 13,120 | 768 | 1,600 | The Trn1.2xlarge instance size allows customers to train their models on a single Trainium device, which is useful for small model training, as well as model experimentation. The Trn1.32xlarge/ Trn1n.32xlarge instance size comes with a high-bandwidth and low-latency NeuronLink-v2 device-to-device interconnect, which utilizes a 4D-HyperCube topology. This is useful for collective-communication between the Trainium devices during scale-out training, as well as for pooling the memory capacity of all Trainium devices, making it directly addressable from each one of the devices. In a Trn1/Trn1n server, the Trainium devices are connected in a 2D Torus topology, as depicted below: ![../../../_images/trn1-topology.png](../../../_images/trn1-topology.png) The Trn1/Trn1n instances are also available in an EC2 UltraCluster, which enables customers to scale Trn1/Trn1n instances to over 30,000 Trainium devices, and leverage the AWS-designed non-blocking petabit-scale EFA networking infrastructure. ![../../../_images/ultracluster-1.png](../../../_images/ultracluster-1.png) _This document is relevant for_: `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>AWS Trn1/Trn1n Architecture — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="AWS Inf2 Architecture" href="inf2-arch.html"> <link rel="prev" title="AWS Inf1 Architecture" href="inf1-arch.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/neuron-hardware/trn1-arch", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Architecture </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-hardware/trn1-arch.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-hardware/trn1-arch.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/arch/neuron-hardware/trn1-arch.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/arch/neuron-hardware/trn1-arch.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/arch/neuron-hardware/trn1-arch.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/arch/neuron-hardware/trn1-arch.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/arch/neuron-hardware/trn1-arch.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/arch/neuron-hardware/trn1-arch.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/arch/neuron-hardware/trn1-arch.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/arch/neuron-hardware/trn1-arch.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/arch/neuron-hardware/trn1-arch.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/arch/neuron-hardware/trn1-arch.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/arch/neuron-hardware/trn1-arch.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/arch/neuron-hardware/trn1-arch.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/arch/neuron-hardware/trn1-arch.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/arch/neuron-hardware/trn1-arch.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/arch/neuron-hardware/trn1-arch.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/arch/neuron-hardware/trn1-arch.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/arch/neuron-hardware/trn1-arch.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/arch/neuron-hardware/trn1-arch.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/arch/neuron-hardware/trn1-arch.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/arch/neuron-hardware/trn1-arch.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/arch/neuron-hardware/trn1-arch.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/arch/neuron-hardware/trn1-arch.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/arch/neuron-hardware/trn1-arch.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/arch/neuron-hardware/trn1-arch.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/arch/neuron-hardware/trn1-arch.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/arch/neuron-hardware/trn1-arch.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/arch/neuron-hardware/trn1-arch.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/arch/neuron-hardware/trn1-arch.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/arch/neuron-hardware/trn1-arch.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/neuron-hardware/trn1-arch.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/neuron-hardware/trn1-arch.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/arch/neuron-hardware/trn1-arch.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#trn1-trn1n-architecture"> Trn1/Trn1n Architecture </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>AWS Trn1/Trn1n Architecture</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#trn1-trn1n-architecture"> Trn1/Trn1n Architecture </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="aws-trn1-trn1n-architecture"> <span id="aws-trn1-arch"></span><h1>AWS Trn1/Trn1n Architecture<a class="headerlink" href="#aws-trn1-trn1n-architecture" title="Permalink to this headline">#</a></h1> <p>In this page, we provide an architectural overview of the AWS Trn1/Trn1n instances, and the corresponding <a class="reference internal" href="trainium.html#trainium-arch"><span class="std std-ref">Trainium</span></a> NeuronDevices that power them (Trainium devices from here on).</p> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#trn1-trn1n-architecture" id="id1">Trn1/Trn1n Architecture</a></p></li> </ul> </div> <div class="section" id="trn1-trn1n-architecture"> <span id="trn1-arch"></span><h2><a class="toc-backref" href="#id1">Trn1/Trn1n Architecture</a><a class="headerlink" href="#trn1-trn1n-architecture" title="Permalink to this headline">#</a></h2> <p>The EC2 Trn1/Trn1n instance is powered by up to 16 <a class="reference internal" href="trainium.html#trainium-arch"><span class="std std-ref">Trainium</span></a> devices.</p> <table class="colwidths-auto table"> <thead> <tr class="row-odd"><th class="head stub"><p>Instance size</p></th> <th class="head"><p># of Trainium devices</p></th> <th class="head"><p>vCPUs</p></th> <th class="head"><p>Host Memory (GiB)</p></th> <th class="head"><p>FP8/FP16/BF16/TF32 TFLOPS</p></th> <th class="head"><p>FP32 TFLOPS</p></th> <th class="head"><p>Device Memory (GiB)</p></th> <th class="head"><p>Device Memory Bandwidth (GiB/sec)</p></th> <th class="head"><p>NeuronLink-v2 device-to-device (GiB/sec/device)</p></th> <th class="head"><p>EFA bandwidth (Gbps)</p></th> </tr> </thead> <tbody> <tr class="row-even"><th class="stub"><p>Trn1.2xlarge</p></th> <td><p>1</p></td> <td><p>8</p></td> <td><p>32</p></td> <td><p>190</p></td> <td><p>47.5</p></td> <td><p>32</p></td> <td><p>820</p></td> <td><p>N/A</p></td> <td><p>up-to 25</p></td> </tr> <tr class="row-odd"><th class="stub"><p>Trn1.32xlarge</p></th> <td><p>16</p></td> <td><p>128</p></td> <td><p>512</p></td> <td><p>3,040</p></td> <td><p>760</p></td> <td><p>512</p></td> <td><p>13,120</p></td> <td><p>384</p></td> <td><p>800</p></td> </tr> <tr class="row-even"><th class="stub"><p>Trn1n.32xlarge</p></th> <td><p>16</p></td> <td><p>128</p></td> <td><p>512</p></td> <td><p>3,040</p></td> <td><p>760</p></td> <td><p>512</p></td> <td><p>13,120</p></td> <td><p>768</p></td> <td><p>1,600</p></td> </tr> </tbody> </table> <p>The Trn1.2xlarge instance size allows customers to train their models on a single Trainium device, which is useful for small model training, as well as model experimentation. The Trn1.32xlarge/ Trn1n.32xlarge instance size comes with a high-bandwidth and low-latency NeuronLink-v2 device-to-device interconnect, which utilizes a 4D-HyperCube topology. This is useful for collective-communication between the Trainium devices during scale-out training, as well as for pooling the memory capacity of all Trainium devices, making it directly addressable from each one of the devices.</p> <p>In a Trn1/Trn1n server, the Trainium devices are connected in a 2D Torus topology, as depicted below:</p> <img alt="../../../_images/trn1-topology.png" src="../../../_images/trn1-topology.png"> <p>The Trn1/Trn1n instances are also available in an EC2 UltraCluster, which enables customers to scale Trn1/Trn1n instances to over 30,000 Trainium devices, and leverage the AWS-designed non-blocking petabit-scale EFA networking infrastructure.</p> <img alt="../../../_images/ultracluster-1.png" src="../../../_images/ultracluster-1.png"> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="inf1-arch.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">AWS Inf1 Architecture</p> </div> </a> <a class="right-next" id="next-link" href="inf2-arch.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">AWS Inf2 Architecture</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:19.031Z
AWS Inf2 Architecture — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-hardware/inf2-arch.html
# AWS Inf2 Architecture — AWS Neuron Documentation Toggle in-page Table of Contents Contents - [Inf2 Architecture](#inf2-architecture) ## Contents - [Inf2 Architecture](#inf2-architecture) _This document is relevant for_: `Inf2` ## AWS Inf2 Architecture[#](#aws-inf2-architecture "Permalink to this headline") In this page, we provide an architectural overview of the AWS Inf2 instances, and the corresponding Inferentia2 NeuronDevices that power them (Inferentia2 devices from here on). ## Inf2 Architecture[#](#inf2-architecture "Permalink to this headline") The EC2 Inf2 instance is powered by up to 12 [Inferentia2 devices](inferentia2.html#inferentia2-arch), and allows customers to choose between four instances sizes: | Instance size | \# of Inferentia2 devices | vCPUs | Host Memory (GiB) | FP8/FP16/BF16/TF32 TFLOPS | FP32 TFLOPS | Device Memory (GiB) | Instance Memory Bandwidth (GiB/sec) | NeuronLink-v2 device-to-device (GiB/sec/device) | | --- | --- | --- | --- | --- | --- | --- | --- | --- | | Inf2.xlarge | 1 | 4 | 16 | 190 | 47.5 | 32 | 820 | N/A | | Inf2.8xlarge | 1 | 32 | 128 | 190 | 47.5 | 32 | 820 | N/A | | Inf2.24xlarge | 6 | 96 | 384 | 1140 | 285 | 192 | 4920 | 192 | | Inf2.48xlarge | 12 | 192 | 768 | 2280 | 570 | 384 | 9840 | 192 | Inf2 offers a low-latency and high-bandwidth chip-to-chip interconnect called NeuronLink-v2, which enables high performance collective communication operations (e.g. AllReduce, AllGather). This allows sharding large models across Inferentia2 devices (e.g. via Tensor Parallelism), and thus optimizing latency and throughput. This capability is especially useful when deploying Large Generative Models. ![../../../_images/inf2-topology.jpg](../../../_images/inf2-topology.jpg) _This document is relevant for_: `Inf2`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>AWS Inf2 Architecture — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Inferentia Architecture" href="inferentia.html"> <link rel="prev" title="AWS Trn1/Trn1n Architecture" href="trn1-arch.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/neuron-hardware/inf2-arch", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Architecture </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/neuron-hardware/inf2-arch.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/neuron-hardware/inf2-arch.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/arch/neuron-hardware/inf2-arch.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#inf2-architecture"> Inf2 Architecture </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>AWS Inf2 Architecture</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#inf2-architecture"> Inf2 Architecture </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code></p> <div class="section" id="aws-inf2-architecture"> <span id="aws-inf2-arch"></span><h1>AWS Inf2 Architecture<a class="headerlink" href="#aws-inf2-architecture" title="Permalink to this headline">#</a></h1> <p>In this page, we provide an architectural overview of the AWS Inf2 instances, and the corresponding Inferentia2 NeuronDevices that power them (Inferentia2 devices from here on).</p> <div class="section" id="inf2-architecture"> <h2>Inf2 Architecture<a class="headerlink" href="#inf2-architecture" title="Permalink to this headline">#</a></h2> <p>The EC2 Inf2 instance is powered by up to 12 <a class="reference internal" href="inferentia2.html#inferentia2-arch"><span class="std std-ref">Inferentia2 devices</span></a>, and allows customers to choose between four instances sizes:</p> <table class="colwidths-auto table"> <thead> <tr class="row-odd"><th class="head stub"><p>Instance size</p></th> <th class="head"><p># of Inferentia2 devices</p></th> <th class="head"><p>vCPUs</p></th> <th class="head"><p>Host Memory (GiB)</p></th> <th class="head"><p>FP8/FP16/BF16/TF32 TFLOPS</p></th> <th class="head"><p>FP32 TFLOPS</p></th> <th class="head"><p>Device Memory (GiB)</p></th> <th class="head"><p>Instance Memory Bandwidth (GiB/sec)</p></th> <th class="head"><p>NeuronLink-v2 device-to-device (GiB/sec/device)</p></th> </tr> </thead> <tbody> <tr class="row-even"><th class="stub"><p>Inf2.xlarge</p></th> <td><p>1</p></td> <td><p>4</p></td> <td><p>16</p></td> <td><p>190</p></td> <td><p>47.5</p></td> <td><p>32</p></td> <td><p>820</p></td> <td><p>N/A</p></td> </tr> <tr class="row-odd"><th class="stub"><p>Inf2.8xlarge</p></th> <td><p>1</p></td> <td><p>32</p></td> <td><p>128</p></td> <td><p>190</p></td> <td><p>47.5</p></td> <td><p>32</p></td> <td><p>820</p></td> <td><p>N/A</p></td> </tr> <tr class="row-even"><th class="stub"><p>Inf2.24xlarge</p></th> <td><p>6</p></td> <td><p>96</p></td> <td><p>384</p></td> <td><p>1140</p></td> <td><p>285</p></td> <td><p>192</p></td> <td><p>4920</p></td> <td><p>192</p></td> </tr> <tr class="row-odd"><th class="stub"><p>Inf2.48xlarge</p></th> <td><p>12</p></td> <td><p>192</p></td> <td><p>768</p></td> <td><p>2280</p></td> <td><p>570</p></td> <td><p>384</p></td> <td><p>9840</p></td> <td><p>192</p></td> </tr> </tbody> </table> <p>Inf2 offers a low-latency and high-bandwidth chip-to-chip interconnect called NeuronLink-v2, which enables high performance collective communication operations (e.g. AllReduce, AllGather).</p> <p>This allows sharding large models across Inferentia2 devices (e.g. via Tensor Parallelism), and thus optimizing latency and throughput. This capability is especially useful when deploying Large Generative Models.</p> <img alt="../../../_images/inf2-topology.jpg" src="../../../_images/inf2-topology.jpg"> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="trn1-arch.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">AWS Trn1/Trn1n Architecture</p> </div> </a> <a class="right-next" id="next-link" href="inferentia.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Inferentia Architecture</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:19.152Z
Inferentia2 Architecture — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-hardware/inferentia2.html
# Inferentia2 Architecture — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Inf2` ## Inferentia2 Architecture[#](#inferentia2-architecture "Permalink to this headline") At the heart of the Inf2 instance are up to 12 Inferentia2 devices (each Inferentia2 include 2 [NeuronCore-v2](neuron-core-v2.html#neuroncores-v2-arch)). Inferentia2 is the second generation purpose built Machine Learning inference accelerator from AWS. The Inferentia2 device architecture is depicted below: ![../../../_images/inferentia2.jpg](../../../_images/inferentia2.jpg) Each Inferentia2 device consists of: - Compute: - 2x [NeuronCore-v2](neuron-core-v2.html#neuroncores-v2-arch) cores, delivering 380 INT8 TOPS, 190 FP16/BF16/cFP8/TF32 TFLOPS, and 47.5 FP32 TFLOPS. - Device Memory: - 32GiB of HBM of device memory (for storing model state), with 820 GiB/sec of bandwidth. - Data movement: - 1 TB/sec of DMA bandwidth, with inline memory compression/decompression. - NeuronLink: - NeuronLink-v2 for device-to-device interconnect enables high performance collective compute for co-optimization of latency and throughput. - Programmability: - Inferentia2 supports dynamic shapes and control flow, via ISA extensions of NeuronCore-v2 and [custom-operators](../neuron-features/custom-c%2B%2B-operators.html#feature-custom-c-operators) via the deeply embedded GPSIMD engines. More detailed description of all the hardware engines can be seen at [NeuronCore-v2](neuron-core-v2.html#neuroncores-v2-arch) _This document is relevant for_: `Inf2`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Inferentia2 Architecture — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Trainium Architecture" href="trainium.html"> <link rel="prev" title="Inferentia Architecture" href="inferentia.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/neuron-hardware/inferentia2", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><script type="text/javascript" src="/_/static/vendor/jquery.js"></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Architecture </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-hardware/inferentia2.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-hardware/inferentia2.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/arch/neuron-hardware/inferentia2.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/arch/neuron-hardware/inferentia2.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/arch/neuron-hardware/inferentia2.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/arch/neuron-hardware/inferentia2.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/arch/neuron-hardware/inferentia2.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/arch/neuron-hardware/inferentia2.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/arch/neuron-hardware/inferentia2.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/arch/neuron-hardware/inferentia2.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/arch/neuron-hardware/inferentia2.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/arch/neuron-hardware/inferentia2.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/arch/neuron-hardware/inferentia2.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/arch/neuron-hardware/inferentia2.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/arch/neuron-hardware/inferentia2.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/arch/neuron-hardware/inferentia2.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/arch/neuron-hardware/inferentia2.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/arch/neuron-hardware/inferentia2.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/arch/neuron-hardware/inferentia2.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/arch/neuron-hardware/inferentia2.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/arch/neuron-hardware/inferentia2.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/arch/neuron-hardware/inferentia2.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/arch/neuron-hardware/inferentia2.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/arch/neuron-hardware/inferentia2.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/arch/neuron-hardware/inferentia2.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/arch/neuron-hardware/inferentia2.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/arch/neuron-hardware/inferentia2.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/arch/neuron-hardware/inferentia2.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/arch/neuron-hardware/inferentia2.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/arch/neuron-hardware/inferentia2.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/arch/neuron-hardware/inferentia2.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/neuron-hardware/inferentia2.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/neuron-hardware/inferentia2.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/arch/neuron-hardware/inferentia2.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Inferentia2 Architecture</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code></p> <div class="section" id="inferentia2-architecture"> <span id="inferentia2-arch"></span><h1>Inferentia2 Architecture<a class="headerlink" href="#inferentia2-architecture" title="Permalink to this headline">#</a></h1> <p>At the heart of the Inf2 instance are up to 12 Inferentia2 devices (each Inferentia2 include 2 <a class="reference internal" href="neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2</span></a>). Inferentia2 is the second generation purpose built Machine Learning inference accelerator from AWS. The Inferentia2 device architecture is depicted below:</p> <img alt="../../../_images/inferentia2.jpg" src="../../../_images/inferentia2.jpg"> <p>Each Inferentia2 device consists of:</p> <ul class="simple"> <li><dl class="simple"> <dt>Compute:</dt><dd><ul> <li><p>2x <a class="reference internal" href="neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2</span></a> cores, delivering 380 INT8 TOPS, 190 FP16/BF16/cFP8/TF32 TFLOPS, and 47.5 FP32 TFLOPS.</p></li> </ul> </dd> </dl> </li> <li><dl class="simple"> <dt>Device Memory:</dt><dd><ul> <li><p>32GiB of HBM of device memory (for storing model state), with 820 GiB/sec of bandwidth.</p></li> </ul> </dd> </dl> </li> <li><dl class="simple"> <dt>Data movement:</dt><dd><ul> <li><p>1 TB/sec of DMA bandwidth, with inline memory compression/decompression.</p></li> </ul> </dd> </dl> </li> <li><dl class="simple"> <dt>NeuronLink:</dt><dd><ul> <li><p>NeuronLink-v2 for device-to-device interconnect enables high performance collective compute for co-optimization of latency and throughput.</p></li> </ul> </dd> </dl> </li> <li><dl class="simple"> <dt>Programmability:</dt><dd><ul> <li><p>Inferentia2 supports dynamic shapes and control flow, via ISA extensions of NeuronCore-v2 and <a class="reference internal" href="../neuron-features/custom-c%2B%2B-operators.html#feature-custom-c-operators"><span class="std std-ref">custom-operators</span></a> via the deeply embedded GPSIMD engines.</p></li> </ul> </dd> </dl> </li> </ul> <p>More detailed description of all the hardware engines can be seen at <a class="reference internal" href="neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2</span></a></p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="inferentia.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Inferentia Architecture</p> </div> </a> <a class="right-next" id="next-link" href="trainium.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Trainium Architecture</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:19.220Z
Neuron Glossary — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/glossary.html
# Neuron Glossary — AWS Neuron Documentation Table of contents - [Terms](#terms) - [Neuron Devices (Accelerated Machine Learning chips)](#neuron-devices-accelerated-machine-learning-chips) - [Neuron powered Instances](#neuron-powered-instances) - [NeuronCore terms](#neuroncore-terms) - [Abbreviations](#abbreviations) ## [Terms](#id1)[#](#terms "Permalink to this headline") ### [Neuron Devices (Accelerated Machine Learning chips)](#id2)[#](#neuron-devices-accelerated-machine-learning-chips "Permalink to this headline") | Term | Description | | --- | --- | | Inferentia[#](#term-Inferentia "Permalink to this term") | AWS first generation accelerated machine learning chip supporting inference only | | Trainium[#](#term-Trainium "Permalink to this term") | AWS second generation accelerated machine learning chip supporting training and inference | | Neuron Device[#](#term-Neuron-Device "Permalink to this term") | Accelerated machine learning chip (e.g. Inferentia or Trainium) | ### [Neuron powered Instances](#id3)[#](#neuron-powered-instances "Permalink to this headline") | Term | Description | | --- | --- | | Inf1[#](#term-Inf1 "Permalink to this term") | Inferentia powered accelerated compute EC2 instance | | Trn1[#](#term-Trn1 "Permalink to this term") | Trainium powered accelerated compute EC2 instance | ### [NeuronCore terms](#id4)[#](#neuroncore-terms "Permalink to this headline") | Term | Description | | --- | --- | | NeuronCore[#](#term-NeuronCore "Permalink to this term") | The machine learning compute cores within Inferentia/Trainium | | NeuronCore-v1[#](#term-NeuronCore-v1 "Permalink to this term") | Neuron Core within Inferentia | | NeuronCore-v2[#](#term-NeuronCore-v2 "Permalink to this term") | Neuron Core within Trainium | | Tensor Engine[#](#term-Tensor-Engine "Permalink to this term") | 2D systolic array (within the NeuronCore), used for matrix computations | | Scalar Engine[#](#term-Scalar-Engine "Permalink to this term") | A scalar-engine within each NeuronCore, which can accelerate element-wise operations (e.g. GELU, ReLU, reciprocal, etc) | | Vector Engine[#](#term-Vector-Engine "Permalink to this term") | A vector-engine with each NeuronCore, which can accelerate spatial operations (e.g. layerNorm, TopK, pooling, etc) | | GPSIMD Engine[#](#term-GPSIMD-Engine "Permalink to this term") | Embedded General Purpose SIMD cores, within each NeuronCore, to accelerate custom-operators | | Sync Engine[#](#term-Sync-Engine "Permalink to this term") | The SP engine, which is integrated inside NeuronCore. Used for synchronization and DMA triggering. | | Collective Communication Engine[#](#term-Collective-Communication-Engine "Permalink to this term") | Dedicated engine for collective communication, allows for overlapping computation and communication | | NeuronLink[#](#term-NeuronLink "Permalink to this term") | Interconnect between NeuronCores | | NeuronLink-v1[#](#term-NeuronLink-v1 "Permalink to this term") | Interconnect between NeuronCores in Inferentia device | | NeuronLink-v2[#](#term-NeuronLink-v2 "Permalink to this term") | Interconnect between NeuronCores in Trainium device | ## [Abbreviations](#id5)[#](#abbreviations "Permalink to this headline") | Abbreviation | Description | | --- | --- | | NC[#](#term-NC "Permalink to this term") | Neuron Core | | NeuronCore[#](#term-0 "Permalink to this term") | Neuron Core | | ND[#](#term-ND "Permalink to this term") | Neuron Device | | NeuronDevice[#](#term-NeuronDevice "Permalink to this term") | Neuron Device | | TensEng[#](#term-TensEng "Permalink to this term") | Tensor Engine | | ScalEng[#](#term-ScalEng "Permalink to this term") | Scalar Engine | | VecEng[#](#term-VecEng "Permalink to this term") | Vector Engine | | SyncEng[#](#term-SyncEng "Permalink to this term") | Sync Engine | | CCE[#](#term-CCE "Permalink to this term") | Collective Communication Engine | | FP32[#](#term-FP32 "Permalink to this term") | Float32 | | TF32[#](#term-TF32 "Permalink to this term") | TensorFloat32 | | FP16[#](#term-FP16 "Permalink to this term") | Float16 | | BF16[#](#term-BF16 "Permalink to this term") | Bfloat16 | | cFP8[#](#term-cFP8 "Permalink to this term") | Configurable Float8 | | RNE[#](#term-RNE "Permalink to this term") | Round Nearest Even | | SR[#](#term-SR "Permalink to this term") | Stochastic Rounding | | CustomOps[#](#term-CustomOps "Permalink to this term") | Custom Operators | | RT[#](#term-RT "Permalink to this term") | Neuron Runtime | | DP[#](#term-DP "Permalink to this term") | Data Parallel | | DPr[#](#term-DPr "Permalink to this term") | Data Parallel degree | | TP[#](#term-TP "Permalink to this term") | Tensor Parallel | | TPr[#](#term-TPr "Permalink to this term") | Tensor Parallel degree | | PP[#](#term-PP "Permalink to this term") | Pipeline Parallel | | PPr[#](#term-PPr "Permalink to this term") | Pipeline Parallel degree | _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Neuron Glossary — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="Neuron Features" href="neuron-features/index.html"> <link rel="prev" title="Model Architecture Fit Guidelines" href="model-architecture-fit.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/glossary", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Architecture </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/glossary.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/glossary.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/general/arch/glossary.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#terms"> Terms </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-devices-accelerated-machine-learning-chips"> Neuron Devices (Accelerated Machine Learning chips) </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-powered-instances"> Neuron powered Instances </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuroncore-terms"> NeuronCore terms </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#abbreviations"> Abbreviations </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Neuron Glossary</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#terms"> Terms </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-devices-accelerated-machine-learning-chips"> Neuron Devices (Accelerated Machine Learning chips) </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-powered-instances"> Neuron powered Instances </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuroncore-terms"> NeuronCore terms </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#abbreviations"> Abbreviations </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="neuron-glossary"> <span id="neuron-hw-glossary"></span><h1>Neuron Glossary<a class="headerlink" href="#neuron-glossary" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#terms" id="id1">Terms</a></p> <ul> <li><p><a class="reference internal" href="#neuron-devices-accelerated-machine-learning-chips" id="id2">Neuron Devices (Accelerated Machine Learning chips)</a></p></li> <li><p><a class="reference internal" href="#neuron-powered-instances" id="id3">Neuron powered Instances</a></p></li> <li><p><a class="reference internal" href="#neuroncore-terms" id="id4">NeuronCore terms</a></p></li> </ul> </li> <li><p><a class="reference internal" href="#abbreviations" id="id5">Abbreviations</a></p></li> </ul> </div> <div class="section" id="terms"> <h2><a class="toc-backref" href="#id1">Terms</a><a class="headerlink" href="#terms" title="Permalink to this headline">#</a></h2> <div class="section" id="neuron-devices-accelerated-machine-learning-chips"> <h3><a class="toc-backref" href="#id2">Neuron Devices (Accelerated Machine Learning chips)</a><a class="headerlink" href="#neuron-devices-accelerated-machine-learning-chips" title="Permalink to this headline">#</a></h3> <table class="colwidths-auto table"> <thead> <tr class="row-odd"><th class="head"><p>Term</p></th> <th class="head"><p>Description</p></th> </tr> </thead> <tbody> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-Inferentia">Inferentia<a class="headerlink" href="#term-Inferentia" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>AWS first generation accelerated machine learning chip supporting inference only</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-Trainium">Trainium<a class="headerlink" href="#term-Trainium" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>AWS second generation accelerated machine learning chip supporting training and inference</p></td> </tr> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-Neuron-Device">Neuron Device<a class="headerlink" href="#term-Neuron-Device" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Accelerated machine learning chip (e.g. Inferentia or Trainium)</p></td> </tr> </tbody> </table> </div> <div class="section" id="neuron-powered-instances"> <h3><a class="toc-backref" href="#id3">Neuron powered Instances</a><a class="headerlink" href="#neuron-powered-instances" title="Permalink to this headline">#</a></h3> <table class="colwidths-auto table"> <thead> <tr class="row-odd"><th class="head"><p>Term</p></th> <th class="head"><p>Description</p></th> </tr> </thead> <tbody> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-Inf1">Inf1<a class="headerlink" href="#term-Inf1" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Inferentia powered accelerated compute EC2 instance</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-Trn1">Trn1<a class="headerlink" href="#term-Trn1" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Trainium powered accelerated compute EC2 instance</p></td> </tr> </tbody> </table> </div> <div class="section" id="neuroncore-terms"> <h3><a class="toc-backref" href="#id4">NeuronCore terms</a><a class="headerlink" href="#neuroncore-terms" title="Permalink to this headline">#</a></h3> <table class="colwidths-auto table"> <thead> <tr class="row-odd"><th class="head"><p>Term</p></th> <th class="head"><p>Description</p></th> </tr> </thead> <tbody> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-NeuronCore">NeuronCore<a class="headerlink" href="#term-NeuronCore" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>The machine learning compute cores within Inferentia/Trainium</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-NeuronCore-v1">NeuronCore-v1<a class="headerlink" href="#term-NeuronCore-v1" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Neuron Core within Inferentia</p></td> </tr> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-NeuronCore-v2">NeuronCore-v2<a class="headerlink" href="#term-NeuronCore-v2" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Neuron Core within Trainium</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-Tensor-Engine">Tensor Engine<a class="headerlink" href="#term-Tensor-Engine" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>2D systolic array (within the NeuronCore), used for matrix computations</p></td> </tr> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-Scalar-Engine">Scalar Engine<a class="headerlink" href="#term-Scalar-Engine" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>A scalar-engine within each NeuronCore, which can accelerate element-wise operations (e.g. GELU, ReLU, reciprocal, etc)</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-Vector-Engine">Vector Engine<a class="headerlink" href="#term-Vector-Engine" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>A vector-engine with each NeuronCore, which can accelerate spatial operations (e.g. layerNorm, TopK, pooling, etc)</p></td> </tr> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-GPSIMD-Engine">GPSIMD Engine<a class="headerlink" href="#term-GPSIMD-Engine" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Embedded General Purpose SIMD cores, within each NeuronCore, to accelerate custom-operators</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-Sync-Engine">Sync Engine<a class="headerlink" href="#term-Sync-Engine" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>The SP engine, which is integrated inside NeuronCore. Used for synchronization and DMA triggering.</p></td> </tr> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-Collective-Communication-Engine">Collective Communication Engine<a class="headerlink" href="#term-Collective-Communication-Engine" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Dedicated engine for collective communication, allows for overlapping computation and communication</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-NeuronLink">NeuronLink<a class="headerlink" href="#term-NeuronLink" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Interconnect between NeuronCores</p></td> </tr> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-NeuronLink-v1">NeuronLink-v1<a class="headerlink" href="#term-NeuronLink-v1" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Interconnect between NeuronCores in Inferentia device</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-NeuronLink-v2">NeuronLink-v2<a class="headerlink" href="#term-NeuronLink-v2" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Interconnect between NeuronCores in Trainium device</p></td> </tr> </tbody> </table> </div> </div> <div class="section" id="abbreviations"> <h2><a class="toc-backref" href="#id5">Abbreviations</a><a class="headerlink" href="#abbreviations" title="Permalink to this headline">#</a></h2> <table class="colwidths-auto table"> <thead> <tr class="row-odd"><th class="head"><p>Abbreviation</p></th> <th class="head"><p>Description</p></th> </tr> </thead> <tbody> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-NC">NC<a class="headerlink" href="#term-NC" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Neuron Core</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-0">NeuronCore<a class="headerlink" href="#term-0" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Neuron Core</p></td> </tr> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-ND">ND<a class="headerlink" href="#term-ND" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Neuron Device</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-NeuronDevice">NeuronDevice<a class="headerlink" href="#term-NeuronDevice" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Neuron Device</p></td> </tr> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-TensEng">TensEng<a class="headerlink" href="#term-TensEng" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Tensor Engine</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-ScalEng">ScalEng<a class="headerlink" href="#term-ScalEng" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Scalar Engine</p></td> </tr> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-VecEng">VecEng<a class="headerlink" href="#term-VecEng" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Vector Engine</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-SyncEng">SyncEng<a class="headerlink" href="#term-SyncEng" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Sync Engine</p></td> </tr> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-CCE">CCE<a class="headerlink" href="#term-CCE" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Collective Communication Engine</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-FP32">FP32<a class="headerlink" href="#term-FP32" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Float32</p></td> </tr> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-TF32">TF32<a class="headerlink" href="#term-TF32" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>TensorFloat32</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-FP16">FP16<a class="headerlink" href="#term-FP16" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Float16</p></td> </tr> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-BF16">BF16<a class="headerlink" href="#term-BF16" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Bfloat16</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-cFP8">cFP8<a class="headerlink" href="#term-cFP8" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Configurable Float8</p></td> </tr> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-RNE">RNE<a class="headerlink" href="#term-RNE" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Round Nearest Even</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-SR">SR<a class="headerlink" href="#term-SR" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Stochastic Rounding</p></td> </tr> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-CustomOps">CustomOps<a class="headerlink" href="#term-CustomOps" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Custom Operators</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-RT">RT<a class="headerlink" href="#term-RT" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Neuron Runtime</p></td> </tr> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-DP">DP<a class="headerlink" href="#term-DP" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Data Parallel</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-DPr">DPr<a class="headerlink" href="#term-DPr" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Data Parallel degree</p></td> </tr> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-TP">TP<a class="headerlink" href="#term-TP" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Tensor Parallel</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-TPr">TPr<a class="headerlink" href="#term-TPr" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Tensor Parallel degree</p></td> </tr> <tr class="row-even"><td><dl class="glossary simple"> <dt id="term-PP">PP<a class="headerlink" href="#term-PP" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Pipeline Parallel</p></td> </tr> <tr class="row-odd"><td><dl class="glossary simple"> <dt id="term-PPr">PPr<a class="headerlink" href="#term-PPr" title="Permalink to this term">#</a></dt><dd></dd> </dl> </td> <td><p>Pipeline Parallel degree</p></td> </tr> </tbody> </table> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="model-architecture-fit.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Model Architecture Fit Guidelines</p> </div> </a> <a class="right-next" id="next-link" href="neuron-features/index.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Neuron Features</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:19.613Z
Trainium Architecture — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-hardware/trainium.html
# Trainium Architecture — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Trn1`, `Trn1n` ## Trainium Architecture[#](#trainium-architecture "Permalink to this headline") At the heart of the Trn1 instance are 16 x Trainium devices (each Trainium include 2 x [NeuronCore-v2](neuron-core-v2.html#neuroncores-v2-arch)). Trainium is the second generation purpose-built Machine Learning accelerator from AWS. The Trainium device architecture is depicted below: ![../../../_images/trainium-neurondevice.png](../../../_images/trainium-neurondevice.png) Each Trainium device consists of: - Compute: - 2x [NeuronCore-v2](neuron-core-v2.html#neuroncores-v2-arch) cores, delivering 380 INT8 TOPS, 190 FP16/BF16/cFP8/TF32 TFLOPS, and 47.5 FP32 TFLOPS. - Device Memory: - 32GiB of device memory (for storing model state), with 820 GiB/sec of bandwidth. - Data movement: - 1 TB/sec of DMA bandwidth, with inline memory compression/decompression. - NeuronLink: - NeuronLink-v2 for device-to-device interconnect enables efficient scale-out training, as well as memory pooling between the different Trainium devices. - Programmability: - Trainium supports dynamic shapes and control flow, via ISA extensions of NeuronCore-v2. In addition, Trainium also allows for user-programmable [rounding mode](../neuron-features/rounding-modes.html#neuron-rounding-modes) (Round Nearest Even Stochastic Rounding), and custom-operators via the deeply embedded GPSIMD engines. More detailed description of all the hardware engines can be seen at [NeuronCore-v2](neuron-core-v2.html#neuroncores-v2-arch) _This document is relevant for_: `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Trainium Architecture — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="AWS NeuronCore Architecture" href="neuroncores-arch.html"> <link rel="prev" title="Inferentia2 Architecture" href="inferentia2.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/neuron-hardware/trainium", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Architecture </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-hardware/trainium.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-hardware/trainium.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/arch/neuron-hardware/trainium.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/arch/neuron-hardware/trainium.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/arch/neuron-hardware/trainium.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/arch/neuron-hardware/trainium.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/arch/neuron-hardware/trainium.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/arch/neuron-hardware/trainium.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/arch/neuron-hardware/trainium.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/arch/neuron-hardware/trainium.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/arch/neuron-hardware/trainium.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/arch/neuron-hardware/trainium.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/arch/neuron-hardware/trainium.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/arch/neuron-hardware/trainium.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/arch/neuron-hardware/trainium.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/arch/neuron-hardware/trainium.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/arch/neuron-hardware/trainium.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/arch/neuron-hardware/trainium.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/arch/neuron-hardware/trainium.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/arch/neuron-hardware/trainium.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/arch/neuron-hardware/trainium.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/arch/neuron-hardware/trainium.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/arch/neuron-hardware/trainium.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/arch/neuron-hardware/trainium.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/arch/neuron-hardware/trainium.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/arch/neuron-hardware/trainium.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/arch/neuron-hardware/trainium.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/arch/neuron-hardware/trainium.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/arch/neuron-hardware/trainium.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/arch/neuron-hardware/trainium.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/arch/neuron-hardware/trainium.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/neuron-hardware/trainium.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/neuron-hardware/trainium.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/arch/neuron-hardware/trainium.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Trainium Architecture</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="trainium-architecture"> <span id="trainium-arch"></span><h1>Trainium Architecture<a class="headerlink" href="#trainium-architecture" title="Permalink to this headline">#</a></h1> <p>At the heart of the Trn1 instance are 16 x Trainium devices (each Trainium include 2 x <a class="reference internal" href="neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2</span></a>). Trainium is the second generation purpose-built Machine Learning accelerator from AWS. The Trainium device architecture is depicted below:</p> <img alt="../../../_images/trainium-neurondevice.png" src="../../../_images/trainium-neurondevice.png"> <p>Each Trainium device consists of:</p> <ul class="simple"> <li><dl class="simple"> <dt>Compute:</dt><dd><ul> <li><p>2x <a class="reference internal" href="neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2</span></a> cores, delivering 380 INT8 TOPS, 190 FP16/BF16/cFP8/TF32 TFLOPS, and 47.5 FP32 TFLOPS.</p></li> </ul> </dd> </dl> </li> <li><dl class="simple"> <dt>Device Memory:</dt><dd><ul> <li><p>32GiB of device memory (for storing model state), with 820 GiB/sec of bandwidth.</p></li> </ul> </dd> </dl> </li> <li><dl class="simple"> <dt>Data movement:</dt><dd><ul> <li><p>1 TB/sec of DMA bandwidth, with inline memory compression/decompression.</p></li> </ul> </dd> </dl> </li> <li><dl class="simple"> <dt>NeuronLink:</dt><dd><ul> <li><p>NeuronLink-v2 for device-to-device interconnect enables efficient scale-out training, as well as memory pooling between the different Trainium devices.</p></li> </ul> </dd> </dl> </li> <li><dl class="simple"> <dt>Programmability:</dt><dd><ul> <li><p>Trainium supports dynamic shapes and control flow, via ISA extensions of NeuronCore-v2. In addition, Trainium also allows for user-programmable <a class="reference internal" href="../neuron-features/rounding-modes.html#neuron-rounding-modes"><span class="std std-ref">rounding mode</span></a> (Round Nearest Even Stochastic Rounding), and custom-operators via the deeply embedded GPSIMD engines.</p></li> </ul> </dd> </dl> </li> </ul> <p>More detailed description of all the hardware engines can be seen at <a class="reference internal" href="neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2</span></a></p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="inferentia2.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Inferentia2 Architecture</p> </div> </a> <a class="right-next" id="next-link" href="neuroncores-arch.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">AWS NeuronCore Architecture</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:20.221Z
Neuron Rounding Modes — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-features/rounding-modes.html
# Neuron Rounding Modes — AWS Neuron Documentation _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## Neuron Rounding Modes[#](#neuron-rounding-modes "Permalink to this headline") Table of contents - [Round Nearest, ties to Even (RNE)](#round-nearest-ties-to-even-rne) - [Stochastic Rounding (SR)](#stochastic-rounding-sr) - [Quick Tests](#quick-tests) ## [Round Nearest, ties to Even (RNE)](#id2)[#](#round-nearest-ties-to-even-rne "Permalink to this headline") When the exact result of a floating point operation cannot be exactly represented as a floating point value, it must be rounded. The IEEE 754-2008 standard defines the default rounding mode to be ‘Round Nearest, ties to Even’ (RNE for short). Under this scheme, numbers are rounded to the nearest representable value, and in case of a ‘tie’ (i.e. the number is exactly between the two nearest representable values) numbers will be rounded to the nearest even number. All NeuronCore generations support the RNE rounding scheme, which is the most commonly used rounding scheme for Machine Learning workloads. Below is an illustration of the RNE rounding scheme: [![../../../_images/rne1.png](../../../_images/rne1.png)](../../../_images/rne1.png) [![../../../_images/rne2.png](../../../_images/rne2.png)](../../../_images/rne2.png) [![../../../_images/rne3.png](../../../_images/rne3.png)](../../../_images/rne3.png) ## [Stochastic Rounding (SR)](#id3)[#](#stochastic-rounding-sr "Permalink to this headline") One downside of the RNE rounding scheme (and other rounding schemes described in the IEEE 754-2008 standard), is that when adding floating point values of significantly different magnitudes, rounding can squash small values and prevent them from accumulating over time. To improve this, starting from the second generation of the NeuronCore (NeuronCore-v2), customers can choose between the RNE rounding scheme described above, and a second rounding scheme called ‘Stochastic Rounding’ (SR for short). Stochastic rounding prevents the computation precision-loss described above, by performing the rounding operations in a probabilistic manner, according to the relative distance from the two nearest representable values, as illustrated below: [![../../../_images/sr.png](../../../_images/sr.png)](../../../_images/sr.png) By performing the rounding in a probabilistic manner, this scheme allows for small increments to accumulate over time, even when added to numbers of significantly higher magnitude, which leads to more precise results when performing large floating point computations (as done for machine learning). ## [Quick Tests](#id4)[#](#quick-tests "Permalink to this headline") As an example, we examine the code-snippet below: ``` import torch import torch_xla import torch_xla.core.xla_model as xm device = xm.xla_device() a = torch.tensor(1024.0).half().to(device) for i in range(2048) : a = (a + 0.5) xm.mark_step() print(a) ``` This code shows that rounding can significantly impact the calculation’s precision over time. To use standard RNE rounding, use the environment variable `NEURON_RT_STOCHASTIC_ROUNDING_EN=0`. To enable stochastic rounding, use the environment variable `NEURON_RT_STOCHASTIC_ROUNDING_EN=1`. NOTE: Stochastic rounding mode is enabled by default in PyTorch-Neuron when XLA\_USE\_BF16=1. The first test continues to show 1024 due to RNE rounding after each addition, and the second test shows result that is mostly in line with expectation. ``` $ NEURON_RT_STOCHASTIC_ROUNDING_EN=0 python3 rounding_mode_test.py tensor(1024., device='xla:1', dtype=torch.float16) $ NEURON_RT_STOCHASTIC_ROUNDING_EN=1 python3 rounding_mode_test.py tensor(2056., device='xla:1', dtype=torch.float16) ``` _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Neuron Rounding Modes — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Neuron Batching" href="neuroncore-batching.html"> <link rel="prev" title="Data Types" href="data-types.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/neuron-features/rounding-modes", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Features </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="data-types.html"> Data Types </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-features/rounding-modes.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-features/rounding-modes.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/arch/neuron-features/rounding-modes.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/arch/neuron-features/rounding-modes.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/arch/neuron-features/rounding-modes.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/arch/neuron-features/rounding-modes.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/arch/neuron-features/rounding-modes.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/arch/neuron-features/rounding-modes.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/arch/neuron-features/rounding-modes.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/arch/neuron-features/rounding-modes.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/arch/neuron-features/rounding-modes.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/arch/neuron-features/rounding-modes.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/arch/neuron-features/rounding-modes.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/arch/neuron-features/rounding-modes.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/arch/neuron-features/rounding-modes.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/arch/neuron-features/rounding-modes.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/arch/neuron-features/rounding-modes.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/arch/neuron-features/rounding-modes.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/arch/neuron-features/rounding-modes.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/arch/neuron-features/rounding-modes.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/arch/neuron-features/rounding-modes.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/arch/neuron-features/rounding-modes.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/arch/neuron-features/rounding-modes.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/arch/neuron-features/rounding-modes.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/arch/neuron-features/rounding-modes.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/arch/neuron-features/rounding-modes.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/arch/neuron-features/rounding-modes.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/arch/neuron-features/rounding-modes.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/arch/neuron-features/rounding-modes.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/arch/neuron-features/rounding-modes.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/arch/neuron-features/rounding-modes.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/neuron-features/rounding-modes.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/neuron-features/rounding-modes.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/arch/neuron-features/rounding-modes.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#round-nearest-ties-to-even-rne"> Round Nearest, ties to Even (RNE) </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#stochastic-rounding-sr"> Stochastic Rounding (SR) </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#quick-tests"> Quick Tests </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Neuron Rounding Modes</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#round-nearest-ties-to-even-rne"> Round Nearest, ties to Even (RNE) </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#stochastic-rounding-sr"> Stochastic Rounding (SR) </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#quick-tests"> Quick Tests </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="neuron-rounding-modes"> <span id="id1"></span><h1>Neuron Rounding Modes<a class="headerlink" href="#neuron-rounding-modes" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#round-nearest-ties-to-even-rne" id="id2">Round Nearest, ties to Even (RNE)</a></p></li> <li><p><a class="reference internal" href="#stochastic-rounding-sr" id="id3">Stochastic Rounding (SR)</a></p></li> <li><p><a class="reference internal" href="#quick-tests" id="id4">Quick Tests</a></p></li> </ul> </div> <div class="section" id="round-nearest-ties-to-even-rne"> <span id="neuron-rounding-mode-rne"></span><h2><a class="toc-backref" href="#id2">Round Nearest, ties to Even (RNE)</a><a class="headerlink" href="#round-nearest-ties-to-even-rne" title="Permalink to this headline">#</a></h2> <p>When the exact result of a floating point operation cannot be exactly represented as a floating point value, it must be rounded. The IEEE 754-2008 standard defines the default rounding mode to be ‘Round Nearest, ties to Even’ (RNE for short). Under this scheme, numbers are rounded to the nearest representable value, and in case of a ‘tie’ (i.e. the number is exactly between the two nearest representable values) numbers will be rounded to the nearest even number.</p> <p>All NeuronCore generations support the RNE rounding scheme, which is the most commonly used rounding scheme for Machine Learning workloads. Below is an illustration of the RNE rounding scheme:</p> <a class="reference internal image-reference" href="../../../_images/rne1.png"><img alt="../../../_images/rne1.png" src="../../../_images/rne1.png" style="width: 700px;"></a> <a class="reference internal image-reference" href="../../../_images/rne2.png"><img alt="../../../_images/rne2.png" src="../../../_images/rne2.png" style="width: 700px;"></a> <a class="reference internal image-reference" href="../../../_images/rne3.png"><img alt="../../../_images/rne3.png" src="../../../_images/rne3.png" style="width: 700px;"></a> </div> <div class="section" id="stochastic-rounding-sr"> <span id="neuron-rounding-mode-sr"></span><h2><a class="toc-backref" href="#id3">Stochastic Rounding (SR)</a><a class="headerlink" href="#stochastic-rounding-sr" title="Permalink to this headline">#</a></h2> <p>One downside of the RNE rounding scheme (and other rounding schemes described in the IEEE 754-2008 standard), is that when adding floating point values of significantly different magnitudes, rounding can squash small values and prevent them from accumulating over time.</p> <p>To improve this, starting from the second generation of the NeuronCore (NeuronCore-v2), customers can choose between the RNE rounding scheme described above, and a second rounding scheme called ‘Stochastic Rounding’ (SR for short). Stochastic rounding prevents the computation precision-loss described above, by performing the rounding operations in a probabilistic manner, according to the relative distance from the two nearest representable values, as illustrated below:</p> <a class="reference internal image-reference" href="../../../_images/sr.png"><img alt="../../../_images/sr.png" src="../../../_images/sr.png" style="width: 700px;"></a> <p>By performing the rounding in a probabilistic manner, this scheme allows for small increments to accumulate over time, even when added to numbers of significantly higher magnitude, which leads to more precise results when performing large floating point computations (as done for machine learning).</p> </div> <div class="section" id="quick-tests"> <h2><a class="toc-backref" href="#id4">Quick Tests</a><a class="headerlink" href="#quick-tests" title="Permalink to this headline">#</a></h2> <p>As an example, we examine the code-snippet below:</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">torch</span> <span class="kn">import</span> <span class="nn">torch_xla</span> <span class="kn">import</span> <span class="nn">torch_xla.core.xla_model</span> <span class="k">as</span> <span class="nn">xm</span> <span class="n">device</span> <span class="o">=</span> <span class="n">xm</span><span class="o">.</span><span class="n">xla_device</span><span class="p">()</span> <span class="n">a</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="mf">1024.0</span><span class="p">)</span><span class="o">.</span><span class="n">half</span><span class="p">()</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">2048</span><span class="p">)</span> <span class="p">:</span> <span class="n">a</span> <span class="o">=</span> <span class="p">(</span><span class="n">a</span> <span class="o">+</span> <span class="mf">0.5</span><span class="p">)</span> <span class="n">xm</span><span class="o">.</span><span class="n">mark_step</span><span class="p">()</span> <span class="nb">print</span><span class="p">(</span><span class="n">a</span><span class="p">)</span> </pre></div> </div> <p>This code shows that rounding can significantly impact the calculation’s precision over time. To use standard RNE rounding, use the environment variable <code class="docutils literal notranslate"><span class="pre">NEURON_RT_STOCHASTIC_ROUNDING_EN=0</span></code>. To enable stochastic rounding, use the environment variable <code class="docutils literal notranslate"><span class="pre">NEURON_RT_STOCHASTIC_ROUNDING_EN=1</span></code>.</p> <p>NOTE: Stochastic rounding mode is enabled by default in PyTorch-Neuron when XLA_USE_BF16=1.</p> <p>The first test continues to show 1024 due to RNE rounding after each addition, and the second test shows result that is mostly in line with expectation.</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span>$ NEURON_RT_STOCHASTIC_ROUNDING_EN=0 python3 rounding_mode_test.py tensor(1024., device='xla:1', dtype=torch.float16) $ NEURON_RT_STOCHASTIC_ROUNDING_EN=1 python3 rounding_mode_test.py tensor(2056., device='xla:1', dtype=torch.float16) </pre></div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="data-types.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Data Types</p> </div> </a> <a class="right-next" id="next-link" href="neuroncore-batching.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Neuron Batching</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:20.314Z
Neuron Batching — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-features/neuroncore-batching.html
# Neuron Batching — AWS Neuron Documentation ## Neuron Batching[#](#neuron-batching "Permalink to this headline") Batching refers to the process of grouping multiple samples together, and processing them as a group (i.e. passing them together through the neural network). Batching is typically used as an optimization for improving throughput at the expense of higher latency (and potentially higher memory footprint). Batching considerations are slightly different between inference and training workloads, and we thus cover them separately below. Table of contents - [Batching in inference workloads](#batching-in-inference-workloads) - [What is batched inference?](#what-is-batched-inference) - [What are the benefits of batched Inference?](#what-are-the-benefits-of-batched-inference) - [How to determine the optimal batch-size for inference workloads?](#how-to-determine-the-optimal-batch-size-for-inference-workloads) - [How to set the batch-size?](#how-to-set-the-batch-size) - [Batching in training workloads](#batching-in-training-workloads) - [How to determine the optimal batch-size for training workloads?](#how-to-determine-the-optimal-batch-size-for-training-workloads) ## [Batching in inference workloads](#id2)[#](#batching-in-inference-workloads "Permalink to this headline") ### [What is batched inference?](#id3)[#](#what-is-batched-inference "Permalink to this headline") The concept of batched inference is conceptually illustrated below, with a single NeuronCore performing batched computation of a 3 layer neural network with a batch-size of 4. The NeuronCore reads the parameters for a certain layer from the external memory, and then performs the corresponding computations for all 4 inference-requests, before reading the next set of parameters (thus, performing more compute for every parameter read from memory). ![../../../_images/batched-inference.png](../../../_images/batched-inference.png) ### [What are the benefits of batched Inference?](#id4)[#](#what-are-the-benefits-of-batched-inference "Permalink to this headline") For inference, batching is typically used as a trade-off knob between throughput and latency: higher batch-size typically leads to better hardware utilization and thus higher throughput, but at the same time batching requires to perform more computation until getting the first results, and hence leads to higher latency. ![../../../_images/tradeoffs.png](../../../_images/tradeoffs.png) To understand why batching tends to improve throughput (up to a certain max value), it is useful to consider an intuitive visual performance-model called ‘the roofline model’, which provides with a theoretical bound on the system’s performance: ![../../../_images/memoryvscompute.png](../../../_images/memoryvscompute.png) The X-axis indicates the arithmetic intensity (AI) of the workload, which is the ratio between the number of operations and the number of bytes read-from/written-to memory. The Y-axis indicates the theoretical extractable performance. For small(large) AI values, the workload is expected to be memory(compute) bound. For inference workloads, AI is often approximated by dividing the model’s number of operations by its memory footprint (#params x dtype\_size). To a first order approximate, the AI value is linearly dependent on the batch-size, which means that the workloads performance (throughput) is expected to increase with the batch-size. To understand this more intuitively, for a larger batch size, Neuron can better amortize the cost of reading parameters from the external memory, and thus improve the overall hardware efficiency. It should be noted that while the roofline model can be very useful, it is not perfectly accurate (e.g. it doesn’t take into account spill/fills from/to on-chip SRAM memories), and thus users are encouraged to use it as a tool for **estimating** the optimal batch-size for their workloads. ### [How to determine the optimal batch-size for inference workloads?](#id5)[#](#how-to-determine-the-optimal-batch-size-for-inference-workloads "Permalink to this headline") The optimal batch size is dependent on the application-level requirements: some applications require strict latency guarantees (in which case, check out the [NeuronCore Pipeline](neuroncore-pipeline.html#neuroncore-pipeline) technology), while other applications strictly aim to maximize throughput. We thus encourage our users to try out multiple batch-sizes, and compare performance between them. A good starting for batch-size exploration can be identified using the roofline model: we can choose a batch-size that achieves an Arithmetic Intensity which is at the edge of the compute bound region. By doing that, we aim to achieve max throughput with a minimal batch-size, and thus minimal impact to latency. ![../../../_images/memoryvscompute2.png](../../../_images/memoryvscompute2.png) This can be expressed via the following equation: `batch-size(Inference) = ceiling[0.5 x (<NeuronDevice PeakFLOPS>/<NeuronDevice MemBW>) /` `(<model FLOPs>/(<#model-dense-params> x <dtype_size>))]` (for NeuronDevice PeakFLOPS and MemBW, see the [Trainium Architecture](../neuron-hardware/trainium.html#trainium-arch), [Inferentia Architecture](../neuron-hardware/inferentia.html#inferentia-arch) and [Inferentia2 Architecture](../neuron-hardware/inferentia2.html#inferentia2-arch) pages. For example, a BF16 BERT-Large model, with a sequence length of 128, will have the following approximated batch sizes: | Model | NeuronDevice | Peak TFLOPS (BF16) | MemBW (GB/sec) | Model GFLOPs | Model Dense Params (Millions) | Data-type size (BF16) | Approximated optimal batch-size | | --- | --- | --- | --- | --- | --- | --- | --- | | BERT-Large (SeqLen=128) | Inferentia | 64 | 50 | 77.3 | 302 | 2 | 6 | | BERT-Large (SeqLen=128) | Trainium | 210 | 820 | 77.3 | 302 | 2 | 2 | | ResNet-50 | Inferentia | 64 | 50 | 7.8 | 25 | 2 | 5 | | ResNet-50 | Trainium | 210 | 820 | 7.8 | 25 | 2 | 1 | We recommend to evaluate multiple batch sizes and compare the performance between them, in order to determine the optimal latency/throughput deployment-point. ### [How to set the batch-size?](#id6)[#](#how-to-set-the-batch-size "Permalink to this headline") The Neuron compiler takes a model and its sample input, as inputs for the compilation process. For example, the code snippet below will compile a model with a batch-size of 4: ``` import torch import torch_neuron from torchvision import models # Load the model and set it to evaluation mode model = models.resnet50(pretrained=True) model.eval() # Compile with an example input of batch size 4 image = torch.rand([4, 3, 224, 224]) model_neuron = torch.neuron.trace(model, image, dynamic_batch_size=True) # Execute with a batch of 12 images batch = torch.rand([12, 3, 224, 224]) results = model_neuron(batch) ``` For ahead-of-time compiled inference graphs (i.e. Inf1), dynamic batching can be used (as shown in the above code snippet) to process a larger client-side inference batch-size, and allow the framework to automatically break up the user-batch (12 in our case) into smaller batch sizes, to match the compiled batch-size (4 in our case). This technique increases the achievable throughput by hiding the framework-to-neuron overhead, and amortizing it over a larger batch size. During inference, dynamic batching can be used to process a larger client-side inference batch-size, and allow the framework to automatically break up the user-batch into smaller batch sizes, to match the compiled batch-size. This technique increases the achievable throughput by hiding the framework-to-neuron overhead, and amortizing it over a larger batch size. See [Dynamic Batching](../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html#torch-neuronx-dynamic-batching) in `torch-neuronx` and [Special Flags](../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html#tensorflow-neuronx-special-flags) in `tensorflow-neuronx`. ## [Batching in training workloads](#id7)[#](#batching-in-training-workloads "Permalink to this headline") Unlike inference workloads, training is inherently an offline process, and thus doesn’t have latency requirements. This means that training is almost always batched to some degree. ### [How to determine the optimal batch-size for training workloads?](#id8)[#](#how-to-determine-the-optimal-batch-size-for-training-workloads "Permalink to this headline") Determining the optimal batch-size for training workloads can be a non-trivial task. In most cases, we’d want to choose the largest batch-size that we can get away with. The most dominant factor for determining the optimal batch-size in training workloads is memory footprint: training workloads have higher memory footprint compared to inference, as they require saving more tensors aside from the model parameters, such as gradients, intermediate activations (passed between forward-pass and backward-pass), and optimizer-state. If the batch-size is increased beyond a certain point, one can run out of device memory (indicated by an ‘Out of device memory’ error, typically abbreviated as OOM). To estimate the memory footprint of a model, we look at the different contributors: 1. Weights and gradients: 1. typically 2B each, thus 4B per parameter 2. Optimizer state: 1. typically 4B - 12B per parameter 3. Intermediate activations: 1. sum of all tensor sizes for forward pass 2. for example, for a transformer neural network, this is roughly 16 x x <num\_layers> x x x = 100MB x For training workloads, determining the optimal batch size can be a little more tricky, due to two reasons: 1. _Higher memory footprint:_ Training workloads have higher memory footprint compared to inference, as they require saving more tensors aside from the model parameters, such as gradients, intermediate-state and optimizer-state. If the batch-size is increased too much, one can run out of device memory (indicated by an ‘Out of memory’ error, typically abbreviated as OOM). 2. _Arithmetic intensity estimation:_ Arithmetic intensity is harder to estimate in training workloads, compared to inference workloads, as the majority of the external memory access are due to reads/writes of intermediate activation state (rather than parameters), which requires lower level familiarity with the model to estimate correctly. A good first order approximate for the optimal batch-size in a training workload, is the largest one that can fit in the device’s memory (i.e. won’t lead to OOM error). `batch-size(Training) = 0.6 x (<TP-Rank> x <PP-Rank> x ``<NeuronCore MemoryCapacity>)` `/ ``(<#model-dense-params> x ``<model-state-bytes-per-parameter>)` Note TP-rank stands for Tensor-Parallelism rank, i.e. how many NeuronCores participate in a single Tensor-Parallelism group. Similarly, PP-rank stands for Pipeline-Parallelism rank, i.e. how many NeuronCores participate in a single Pipeline-Parallelism group. For example, for BERT-Large Ph1 training, with a model-state of 4B per parameter (2B weights, 2B parameters), and TP-rank = PP-rank = 1, the approximated optimal per-NeuronCore training batch-size would be: ``batch-size(Training/Trainium) = 0.6 x (1 x 1 x 16e+9` ``) / `(300e+6 x 4`) = 8\` _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Neuron Batching — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="NeuronCore Pipeline" href="neuroncore-pipeline.html"> <link rel="prev" title="Neuron Rounding Modes" href="rounding-modes.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/neuron-features/neuroncore-batching", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Features </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-features/neuroncore-batching.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-features/neuroncore-batching.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/arch/neuron-features/neuroncore-batching.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/arch/neuron-features/neuroncore-batching.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/arch/neuron-features/neuroncore-batching.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/arch/neuron-features/neuroncore-batching.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/arch/neuron-features/neuroncore-batching.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/arch/neuron-features/neuroncore-batching.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/arch/neuron-features/neuroncore-batching.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/arch/neuron-features/neuroncore-batching.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/arch/neuron-features/neuroncore-batching.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/arch/neuron-features/neuroncore-batching.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/arch/neuron-features/neuroncore-batching.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/arch/neuron-features/neuroncore-batching.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/arch/neuron-features/neuroncore-batching.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/arch/neuron-features/neuroncore-batching.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/arch/neuron-features/neuroncore-batching.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/arch/neuron-features/neuroncore-batching.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/arch/neuron-features/neuroncore-batching.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/arch/neuron-features/neuroncore-batching.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/arch/neuron-features/neuroncore-batching.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/arch/neuron-features/neuroncore-batching.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/arch/neuron-features/neuroncore-batching.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/arch/neuron-features/neuroncore-batching.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/arch/neuron-features/neuroncore-batching.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/arch/neuron-features/neuroncore-batching.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/arch/neuron-features/neuroncore-batching.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/arch/neuron-features/neuroncore-batching.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/arch/neuron-features/neuroncore-batching.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/arch/neuron-features/neuroncore-batching.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/arch/neuron-features/neuroncore-batching.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/neuron-features/neuroncore-batching.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/neuron-features/neuroncore-batching.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/arch/neuron-features/neuroncore-batching.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#batching-in-inference-workloads"> Batching in inference workloads </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#what-is-batched-inference"> What is batched inference? </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#what-are-the-benefits-of-batched-inference"> What are the benefits of batched Inference? </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#how-to-determine-the-optimal-batch-size-for-inference-workloads"> How to determine the optimal batch-size for inference workloads? </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#how-to-set-the-batch-size"> How to set the batch-size? </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#batching-in-training-workloads"> Batching in training workloads </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#how-to-determine-the-optimal-batch-size-for-training-workloads"> How to determine the optimal batch-size for training workloads? </a> </li> </ul> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Neuron Batching</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#batching-in-inference-workloads"> Batching in inference workloads </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#what-is-batched-inference"> What is batched inference? </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#what-are-the-benefits-of-batched-inference"> What are the benefits of batched Inference? </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#how-to-determine-the-optimal-batch-size-for-inference-workloads"> How to determine the optimal batch-size for inference workloads? </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#how-to-set-the-batch-size"> How to set the batch-size? </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#batching-in-training-workloads"> Batching in training workloads </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#how-to-determine-the-optimal-batch-size-for-training-workloads"> How to determine the optimal batch-size for training workloads? </a> </li> </ul> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="neuron-batching"> <span id="id1"></span><h1>Neuron Batching<a class="headerlink" href="#neuron-batching" title="Permalink to this headline">#</a></h1> <p>Batching refers to the process of grouping multiple samples together, and processing them as a group (i.e. passing them together through the neural network). Batching is typically used as an optimization for improving throughput at the expense of higher latency (and potentially higher memory footprint). Batching considerations are slightly different between inference and training workloads, and we thus cover them separately below.</p> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#batching-in-inference-workloads" id="id2">Batching in inference workloads</a></p> <ul> <li><p><a class="reference internal" href="#what-is-batched-inference" id="id3">What is batched inference?</a></p></li> <li><p><a class="reference internal" href="#what-are-the-benefits-of-batched-inference" id="id4">What are the benefits of batched Inference?</a></p></li> <li><p><a class="reference internal" href="#how-to-determine-the-optimal-batch-size-for-inference-workloads" id="id5">How to determine the optimal batch-size for inference workloads?</a></p></li> <li><p><a class="reference internal" href="#how-to-set-the-batch-size" id="id6">How to set the batch-size?</a></p></li> </ul> </li> <li><p><a class="reference internal" href="#batching-in-training-workloads" id="id7">Batching in training workloads</a></p> <ul> <li><p><a class="reference internal" href="#how-to-determine-the-optimal-batch-size-for-training-workloads" id="id8">How to determine the optimal batch-size for training workloads?</a></p></li> </ul> </li> </ul> </div> <div class="section" id="batching-in-inference-workloads"> <h2><a class="toc-backref" href="#id2">Batching in inference workloads</a><a class="headerlink" href="#batching-in-inference-workloads" title="Permalink to this headline">#</a></h2> <div class="section" id="what-is-batched-inference"> <h3><a class="toc-backref" href="#id3">What is batched inference?</a><a class="headerlink" href="#what-is-batched-inference" title="Permalink to this headline">#</a></h3> <p>The concept of batched inference is conceptually illustrated below, with a single NeuronCore performing batched computation of a 3 layer neural network with a batch-size of 4. The NeuronCore reads the parameters for a certain layer from the external memory, and then performs the corresponding computations for all 4 inference-requests, before reading the next set of parameters (thus, performing more compute for every parameter read from memory).</p> <img alt="../../../_images/batched-inference.png" src="../../../_images/batched-inference.png"> </div> <div class="section" id="what-are-the-benefits-of-batched-inference"> <h3><a class="toc-backref" href="#id4">What are the benefits of batched Inference?</a><a class="headerlink" href="#what-are-the-benefits-of-batched-inference" title="Permalink to this headline">#</a></h3> <p>For inference, batching is typically used as a trade-off knob between throughput and latency: higher batch-size typically leads to better hardware utilization and thus higher throughput, but at the same time batching requires to perform more computation until getting the first results, and hence leads to higher latency.</p> <img alt="../../../_images/tradeoffs.png" src="../../../_images/tradeoffs.png"> <p>To understand why batching tends to improve throughput (up to a certain max value), it is useful to consider an intuitive visual performance-model called ‘the roofline model’, which provides with a theoretical bound on the system’s performance:</p> <img alt="../../../_images/memoryvscompute.png" src="../../../_images/memoryvscompute.png"> <p>The X-axis indicates the arithmetic intensity (AI) of the workload, which is the ratio between the number of operations and the number of bytes read-from/written-to memory. The Y-axis indicates the theoretical extractable performance. For small(large) AI values, the workload is expected to be memory(compute) bound. For inference workloads, AI is often approximated by dividing the model’s number of operations by its memory footprint (#params x dtype_size). To a first order approximate, the AI value is linearly dependent on the batch-size, which means that the workloads performance (throughput) is expected to increase with the batch-size. To understand this more intuitively, for a larger batch size, Neuron can better amortize the cost of reading parameters from the external memory, and thus improve the overall hardware efficiency. It should be noted that while the roofline model can be very useful, it is not perfectly accurate (e.g. it doesn’t take into account spill/fills from/to on-chip SRAM memories), and thus users are encouraged to use it as a tool for <strong>estimating</strong> the optimal batch-size for their workloads.</p> </div> <div class="section" id="how-to-determine-the-optimal-batch-size-for-inference-workloads"> <h3><a class="toc-backref" href="#id5">How to determine the optimal batch-size for inference workloads?</a><a class="headerlink" href="#how-to-determine-the-optimal-batch-size-for-inference-workloads" title="Permalink to this headline">#</a></h3> <p>The optimal batch size is dependent on the application-level requirements: some applications require strict latency guarantees (in which case, check out the <a class="reference internal" href="neuroncore-pipeline.html#neuroncore-pipeline"><span class="std std-ref">NeuronCore Pipeline</span></a> technology), while other applications strictly aim to maximize throughput. We thus encourage our users to try out multiple batch-sizes, and compare performance between them. A good starting for batch-size exploration can be identified using the roofline model: we can choose a batch-size that achieves an Arithmetic Intensity which is at the edge of the compute bound region. By doing that, we aim to achieve max throughput with a minimal batch-size, and thus minimal impact to latency.</p> <img alt="../../../_images/memoryvscompute2.png" src="../../../_images/memoryvscompute2.png"> <p>This can be expressed via the following equation: <code class="docutils literal notranslate"><span class="pre">batch-size(Inference)</span> <span class="pre">=</span> <span class="pre">ceiling[0.5</span> <span class="pre">x</span> <span class="pre">(&lt;NeuronDevice</span> <span class="pre">PeakFLOPS&gt;/&lt;NeuronDevice</span> <span class="pre">MemBW&gt;)</span> <span class="pre">/</span></code> <code class="docutils literal notranslate"><span class="pre">(&lt;model</span> <span class="pre">FLOPs&gt;/(&lt;#model-dense-params&gt;</span> <span class="pre">x</span> <span class="pre">&lt;dtype_size&gt;))]</span></code> (for NeuronDevice PeakFLOPS and MemBW, see the <a class="reference internal" href="../neuron-hardware/trainium.html#trainium-arch"><span class="std std-ref">Trainium Architecture</span></a>, <a class="reference internal" href="../neuron-hardware/inferentia.html#inferentia-arch"><span class="std std-ref">Inferentia Architecture</span></a> and <a class="reference internal" href="../neuron-hardware/inferentia2.html#inferentia2-arch"><span class="std std-ref">Inferentia2 Architecture</span></a> pages.</p> <p>For example, a BF16 BERT-Large model, with a sequence length of 128, will have the following approximated batch sizes:</p> <table class="colwidths-auto table"> <thead> <tr class="row-odd"><th class="head stub"><p>Model</p></th> <th class="head"><p>NeuronDevice</p></th> <th class="head"><p>Peak TFLOPS (BF16)</p></th> <th class="head"><p>MemBW (GB/sec)</p></th> <th class="head"><p>Model GFLOPs</p></th> <th class="head"><p>Model Dense Params (Millions)</p></th> <th class="head"><p>Data-type size (BF16)</p></th> <th class="head"><p>Approximated optimal batch-size</p></th> </tr> </thead> <tbody> <tr class="row-even"><th class="stub"><p>BERT-Large (SeqLen=128)</p></th> <td><p>Inferentia</p></td> <td><p>64</p></td> <td><p>50</p></td> <td><p>77.3</p></td> <td><p>302</p></td> <td><p>2</p></td> <td><p>6</p></td> </tr> <tr class="row-odd"><th class="stub"><p>BERT-Large (SeqLen=128)</p></th> <td><p>Trainium</p></td> <td><p>210</p></td> <td><p>820</p></td> <td><p>77.3</p></td> <td><p>302</p></td> <td><p>2</p></td> <td><p>2</p></td> </tr> <tr class="row-even"><th class="stub"><p>ResNet-50</p></th> <td><p>Inferentia</p></td> <td><p>64</p></td> <td><p>50</p></td> <td><p>7.8</p></td> <td><p>25</p></td> <td><p>2</p></td> <td><p>5</p></td> </tr> <tr class="row-odd"><th class="stub"><p>ResNet-50</p></th> <td><p>Trainium</p></td> <td><p>210</p></td> <td><p>820</p></td> <td><p>7.8</p></td> <td><p>25</p></td> <td><p>2</p></td> <td><p>1</p></td> </tr> </tbody> </table> <p>We recommend to evaluate multiple batch sizes and compare the performance between them, in order to determine the optimal latency/throughput deployment-point.</p> </div> <div class="section" id="how-to-set-the-batch-size"> <h3><a class="toc-backref" href="#id6">How to set the batch-size?</a><a class="headerlink" href="#how-to-set-the-batch-size" title="Permalink to this headline">#</a></h3> <p>The Neuron compiler takes a model and its sample input, as inputs for the compilation process. For example, the code snippet below will compile a model with a batch-size of 4:</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">torch</span> <span class="kn">import</span> <span class="nn">torch_neuron</span> <span class="kn">from</span> <span class="nn">torchvision</span> <span class="kn">import</span> <span class="n">models</span> <span class="c1"># Load the model and set it to evaluation mode</span> <span class="n">model</span> <span class="o">=</span> <span class="n">models</span><span class="o">.</span><span class="n">resnet50</span><span class="p">(</span><span class="n">pretrained</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="n">model</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span> <span class="c1"># Compile with an example input of batch size 4</span> <span class="n">image</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">rand</span><span class="p">([</span><span class="mi">4</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">224</span><span class="p">,</span> <span class="mi">224</span><span class="p">])</span> <span class="n">model_neuron</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">neuron</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">image</span><span class="p">,</span> <span class="n">dynamic_batch_size</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="c1"># Execute with a batch of 12 images</span> <span class="n">batch</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">rand</span><span class="p">([</span><span class="mi">12</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">224</span><span class="p">,</span> <span class="mi">224</span><span class="p">])</span> <span class="n">results</span> <span class="o">=</span> <span class="n">model_neuron</span><span class="p">(</span><span class="n">batch</span><span class="p">)</span> </pre></div> </div> <p>For ahead-of-time compiled inference graphs (i.e. Inf1), dynamic batching can be used (as shown in the above code snippet) to process a larger client-side inference batch-size, and allow the framework to automatically break up the user-batch (12 in our case) into smaller batch sizes, to match the compiled batch-size (4 in our case). This technique increases the achievable throughput by hiding the framework-to-neuron overhead, and amortizing it over a larger batch size.</p> <p>During inference, dynamic batching can be used to process a larger client-side inference batch-size, and allow the framework to automatically break up the user-batch into smaller batch sizes, to match the compiled batch-size. This technique increases the achievable throughput by hiding the framework-to-neuron overhead, and amortizing it over a larger batch size. See <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html#torch-neuronx-dynamic-batching"><span class="std std-ref">Dynamic Batching</span></a> in <code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code> and <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html#tensorflow-neuronx-special-flags"><span class="std std-ref">Special Flags</span></a> in <code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>.</p> </div> </div> <div class="section" id="batching-in-training-workloads"> <h2><a class="toc-backref" href="#id7">Batching in training workloads</a><a class="headerlink" href="#batching-in-training-workloads" title="Permalink to this headline">#</a></h2> <p>Unlike inference workloads, training is inherently an offline process, and thus doesn’t have latency requirements. This means that training is almost always batched to some degree.</p> <div class="section" id="how-to-determine-the-optimal-batch-size-for-training-workloads"> <h3><a class="toc-backref" href="#id8">How to determine the optimal batch-size for training workloads?</a><a class="headerlink" href="#how-to-determine-the-optimal-batch-size-for-training-workloads" title="Permalink to this headline">#</a></h3> <p>Determining the optimal batch-size for training workloads can be a non-trivial task. In most cases, we’d want to choose the largest batch-size that we can get away with.</p> <p>The most dominant factor for determining the optimal batch-size in training workloads is memory footprint: training workloads have higher memory footprint compared to inference, as they require saving more tensors aside from the model parameters, such as gradients, intermediate activations (passed between forward-pass and backward-pass), and optimizer-state. If the batch-size is increased beyond a certain point, one can run out of device memory (indicated by an ‘Out of device memory’ error, typically abbreviated as OOM).</p> <p>To estimate the memory footprint of a model, we look at the different contributors:</p> <ol class="arabic simple"> <li><p>Weights and gradients:</p> <ol class="arabic simple"> <li><p>typically 2B each, thus 4B per parameter</p></li> </ol> </li> <li><p>Optimizer state:</p> <ol class="arabic simple"> <li><p>typically 4B - 12B per parameter</p></li> </ol> </li> <li><p>Intermediate activations:</p> <ol class="arabic simple"> <li><p>sum of all tensor sizes for forward pass</p></li> <li><p>for example, for a transformer neural network, this is roughly 16 x x &lt;num_layers&gt; x x x = 100MB x</p></li> </ol> </li> </ol> <p>For training workloads, determining the optimal batch size can be a little more tricky, due to two reasons:</p> <ol class="arabic simple"> <li><p><em>Higher memory footprint:</em> Training workloads have higher memory footprint compared to inference, as they require saving more tensors aside from the model parameters, such as gradients, intermediate-state and optimizer-state. If the batch-size is increased too much, one can run out of device memory (indicated by an ‘Out of memory’ error, typically abbreviated as OOM).</p></li> <li><p><em>Arithmetic intensity estimation:</em> Arithmetic intensity is harder to estimate in training workloads, compared to inference workloads, as the majority of the external memory access are due to reads/writes of intermediate activation state (rather than parameters), which requires lower level familiarity with the model to estimate correctly.</p></li> </ol> <p>A good first order approximate for the optimal batch-size in a training workload, is the largest one that can fit in the device’s memory (i.e. won’t lead to OOM error). <code class="docutils literal notranslate"><span class="pre">batch-size(Training)</span> <span class="pre">=</span> <span class="pre">0.6</span> <span class="pre">x</span> <span class="pre">(&lt;TP-Rank&gt;</span> <span class="pre">x</span> <span class="pre">&lt;PP-Rank&gt;</span> <span class="pre">x</span> <span class="pre">``&lt;NeuronCore</span> <span class="pre">MemoryCapacity&gt;)</span></code> <code class="docutils literal notranslate"><span class="pre">/</span> <span class="pre">``(&lt;#model-dense-params&gt;</span> <span class="pre">x</span> <span class="pre">``&lt;model-state-bytes-per-parameter&gt;)</span></code></p> <p>Note TP-rank stands for Tensor-Parallelism rank, i.e. how many NeuronCores participate in a single Tensor-Parallelism group. Similarly, PP-rank stands for Pipeline-Parallelism rank, i.e. how many NeuronCores participate in a single Pipeline-Parallelism group.</p> <p>For example, for BERT-Large Ph1 training, with a model-state of 4B per parameter (2B weights, 2B parameters), and TP-rank = PP-rank = 1, the approximated optimal per-NeuronCore training batch-size would be: <code class="docutils literal notranslate"><span class="pre">batch-size(Training/Trainium)</span> <span class="pre">=</span> <span class="pre">0.6</span> <span class="pre">x</span> <span class="pre">(1</span> <span class="pre">x</span> <span class="pre">1</span> <span class="pre">x</span> <span class="pre">16e+9`</span></code>) / <code class="docutils literal notranslate"><span class="pre">(300e+6</span> <span class="pre">x</span> <span class="pre">4</span></code>) = 8`</p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="rounding-modes.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Neuron Rounding Modes</p> </div> </a> <a class="right-next" id="next-link" href="neuroncore-pipeline.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">NeuronCore Pipeline</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:20.406Z
NeuronCore Pipeline — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-features/neuroncore-pipeline.html
# NeuronCore Pipeline — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Inf1` ## NeuronCore Pipeline[#](#neuroncore-pipeline "Permalink to this headline") The Neuron software feature referred to as a NeuronCore Pipeline refers to the process of sharding a compute-graph across multiple NeuronCores, caching the model parameters in each core’s on-chip memory (cache), and then streaming inference requests across the cores in a pipelined manner. Based on the number of NeuronCores selected, the model might get seamlessly sharded across up-to 16 Inferentia devices (i.e. 64 NeuronCores). This enables users to optimize for both throughput and latency, as it enables the NeuronCores to process neural-networks with locally cached data and avoid the cost of accessing external memory. ![Image:](../../../_images/NeuronCorePipelining.png) One benefit to this approach is that NeuronCore Pipeline can typically hit maximal hardware efficiency without the need for batching (e.g. BERT, ResNet50). For maximal performance, users should choose an instance-size that can cache the entire model by using sufficient NeuronCores. Inf1 instance types have different number of Inferentia devices, each of which has 4 NeuronCores, as shown here [https://aws.amazon.com/ec2/instance-types/inf1/](https://aws.amazon.com/ec2/instance-types/inf1/) To enable the NeuronCore Pipeline optimization, the compiler should be invoked with the following flags: `--neuroncore-pipeline-cores N`. The number of NeuronCores is typically chosen to be the minimal number that can fit the entire model, which is currently done through a trial-and-error process (compiling to different number of cores and looking for compilation success/failure message). This process will be automated in the future. A simple formula to help define the number of NeuronCores that may be an appropriate choice is ``` neuroncore-pipeline-cores = 4 * round( number-of-weights-in-model/(2 * 10^7) ) ``` This allocates a set of NeuronCores based on the size of the given model’s weights and normalizes to multiples of 4 so it uses full Inferentias. The code snippet below shows how to compile a model with NeuronCore Pipeline for 16 NeuronCores (instance size inf1.6xlarge). ``` import numpy as np import tensorflow.neuron as tfn example_input = np.zeros([1,224,224,3], dtype='float16') tfn.saved_model.compile("rn50_fp16", "rn50_fp16_compiled/1", model_feed_dict={'input_1:0' : example_input }, compiler_args = ['--neuroncore-pipeline-cores', '16']) ``` _This document is relevant for_: `Inf1`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>NeuronCore Pipeline — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Neuron Collective Communication" href="collective-communication.html"> <link rel="prev" title="Neuron Batching" href="neuroncore-batching.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/neuron-features/neuroncore-pipeline", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Features </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/neuron-features/neuroncore-pipeline.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/neuron-features/neuroncore-pipeline.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/arch/neuron-features/neuroncore-pipeline.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>NeuronCore Pipeline</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="neuroncore-pipeline"> <span id="id1"></span><h1>NeuronCore Pipeline<a class="headerlink" href="#neuroncore-pipeline" title="Permalink to this headline">#</a></h1> <p>The Neuron software feature referred to as a NeuronCore Pipeline refers to the process of sharding a compute-graph across multiple NeuronCores, caching the model parameters in each core’s on-chip memory (cache), and then streaming inference requests across the cores in a pipelined manner. Based on the number of NeuronCores selected, the model might get seamlessly sharded across up-to 16 Inferentia devices (i.e. 64 NeuronCores). This enables users to optimize for both throughput and latency, as it enables the NeuronCores to process neural-networks with locally cached data and avoid the cost of accessing external memory. <img alt="Image:" src="../../../_images/NeuronCorePipelining.png"></p> <p>One benefit to this approach is that NeuronCore Pipeline can typically hit maximal hardware efficiency without the need for batching (e.g. BERT, ResNet50).</p> <p>For maximal performance, users should choose an instance-size that can cache the entire model by using sufficient NeuronCores. Inf1 instance types have different number of Inferentia devices, each of which has 4 NeuronCores, as shown here <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">https://aws.amazon.com/ec2/instance-types/inf1/</a></p> <p>To enable the NeuronCore Pipeline optimization, the compiler should be invoked with the following flags: <code class="docutils literal notranslate"><span class="pre">--neuroncore-pipeline-cores</span> <span class="pre">N</span></code>. The number of NeuronCores is typically chosen to be the minimal number that can fit the entire model, which is currently done through a trial-and-error process (compiling to different number of cores and looking for compilation success/failure message). This process will be automated in the future. A simple formula to help define the number of NeuronCores that may be an appropriate choice is</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">neuroncore</span><span class="o">-</span><span class="n">pipeline</span><span class="o">-</span><span class="n">cores</span> <span class="o">=</span> <span class="mi">4</span> <span class="o">*</span> <span class="nb">round</span><span class="p">(</span> <span class="n">number</span><span class="o">-</span><span class="n">of</span><span class="o">-</span><span class="n">weights</span><span class="o">-</span><span class="ow">in</span><span class="o">-</span><span class="n">model</span><span class="o">/</span><span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="mi">10</span><span class="o">^</span><span class="mi">7</span><span class="p">)</span> <span class="p">)</span> </pre></div> </div> <p>This allocates a set of NeuronCores based on the size of the given model’s weights and normalizes to multiples of 4 so it uses full Inferentias.</p> <p>The code snippet below shows how to compile a model with NeuronCore Pipeline for 16 NeuronCores (instance size inf1.6xlarge).</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span> <span class="kn">import</span> <span class="nn">tensorflow.neuron</span> <span class="k">as</span> <span class="nn">tfn</span> <span class="n">example_input</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">224</span><span class="p">,</span><span class="mi">224</span><span class="p">,</span><span class="mi">3</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">'float16'</span><span class="p">)</span> <span class="n">tfn</span><span class="o">.</span><span class="n">saved_model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="s2">"rn50_fp16"</span><span class="p">,</span> <span class="s2">"rn50_fp16_compiled/1"</span><span class="p">,</span> <span class="n">model_feed_dict</span><span class="o">=</span><span class="p">{</span><span class="s1">'input_1:0'</span> <span class="p">:</span> <span class="n">example_input</span> <span class="p">},</span> <span class="n">compiler_args</span> <span class="o">=</span> <span class="p">[</span><span class="s1">'--neuroncore-pipeline-cores'</span><span class="p">,</span> <span class="s1">'16'</span><span class="p">])</span> </pre></div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="neuroncore-batching.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Neuron Batching</p> </div> </a> <a class="right-next" id="next-link" href="collective-communication.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Neuron Collective Communication</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:20.753Z
Neuron Custom C++ Operators — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-features/custom-c%2B%2B-operators.html
# Neuron Custom C++ Operators — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## Neuron Custom C++ Operators[#](#neuron-custom-c-operators "Permalink to this headline") Neuron Custom C++ Operators enable developers to write C++ Custom Operators (“CustomOps”) that run on NeuronCores. This enables developers to extend operator support beyond what is officially supported by Neuron. Developers can use standard PyTorch custom operators programming interfaces to leverage Neuron Custom C++ Operators feature. This makes it easy to migrate CPU Custom Operators to Neuron, and implement new experimental operators, all without any intimate knowledge of the NeuronCore hardware. For more details see [Neuron Custom C++ Operators \[Experimental\]](../../../neuron-customops/index.html#neuron-c-customops) _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Neuron Custom C++ Operators — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Neuron Dynamic Shapes" href="dynamic-shapes.html"> <link rel="prev" title="Neuron Control Flow" href="control-flow.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/neuron-features/custom-c++-operators", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Features </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/neuron-features/custom-c++-operators.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/neuron-features/custom-c++-operators.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/arch/neuron-features/custom-c++-operators.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Neuron Custom C++ Operators</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="neuron-custom-c-operators"> <span id="feature-custom-c-operators"></span><h1>Neuron Custom C++ Operators<a class="headerlink" href="#neuron-custom-c-operators" title="Permalink to this headline">#</a></h1> <p>Neuron Custom C++ Operators enable developers to write C++ Custom Operators (“CustomOps”) that run on NeuronCores. This enables developers to extend operator support beyond what is officially supported by Neuron.</p> <p>Developers can use standard PyTorch custom operators programming interfaces to leverage Neuron Custom C++ Operators feature. This makes it easy to migrate CPU Custom Operators to Neuron, and implement new experimental operators, all without any intimate knowledge of the NeuronCore hardware.</p> <p>For more details see <a class="reference internal" href="../../../neuron-customops/index.html#neuron-c-customops"><span class="std std-ref">Neuron Custom C++ Operators [Experimental]</span></a></p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="control-flow.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Neuron Control Flow</p> </div> </a> <a class="right-next" id="next-link" href="dynamic-shapes.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Neuron Dynamic Shapes</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:20.831Z
Neuron Control Flow — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-features/control-flow.html
# Neuron Control Flow — AWS Neuron Documentation _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## Neuron Control Flow[#](#neuron-control-flow "Permalink to this headline") _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Neuron Control Flow — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Neuron Custom C++ Operators" href="custom-c%2B%2B-operators.html"> <link rel="prev" title="Neuron Collective Communication" href="collective-communication.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/neuron-features/control-flow", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Features </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/neuron-features/control-flow.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/neuron-features/control-flow.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/arch/neuron-features/control-flow.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Neuron Control Flow</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="neuron-control-flow"> <span id="feature-control-flow"></span><h1>Neuron Control Flow<a class="headerlink" href="#neuron-control-flow" title="Permalink to this headline">#</a></h1> <div class="admonition note"> <p class="admonition-title">Note</p> <p>This feature is supported in <a class="reference internal" href="../neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2 Architecture</span></a>, the NeuronCore that exists in <a class="reference internal" href="../neuron-hardware/trainium.html#trainium-arch"><span class="std std-ref">Trainium</span></a>, however it is still not implemented by the Neuron Compiler.</p> <p>Stay tuned and follow the <a class="reference internal" href="../../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Neuron Roadmap</span></a></p> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="collective-communication.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Neuron Collective Communication</p> </div> </a> <a class="right-next" id="next-link" href="custom-c%2B%2B-operators.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Neuron Custom C++ Operators</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:21.104Z
Neuron Dynamic Shapes — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/arch/neuron-features/dynamic-shapes.html
# Neuron Dynamic Shapes — AWS Neuron Documentation _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## Neuron Dynamic Shapes[#](#neuron-dynamic-shapes "Permalink to this headline") _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Neuron Dynamic Shapes — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Neuron Application Notes" href="../../appnotes/index.html"> <link rel="prev" title="Neuron Custom C++ Operators" href="custom-c%2B%2B-operators.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/arch/neuron-features/dynamic-shapes", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Features </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/arch/neuron-features/dynamic-shapes.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/arch/neuron-features/dynamic-shapes.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/arch/neuron-features/dynamic-shapes.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Neuron Dynamic Shapes</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="neuron-dynamic-shapes"> <span id="dynamic-shapes"></span><h1>Neuron Dynamic Shapes<a class="headerlink" href="#neuron-dynamic-shapes" title="Permalink to this headline">#</a></h1> <div class="admonition note"> <p class="admonition-title">Note</p> <p>This feature is supported in <a class="reference internal" href="../neuron-hardware/neuron-core-v2.html#neuroncores-v2-arch"><span class="std std-ref">NeuronCore-v2 Architecture</span></a>, the NeuronCore that exists in <a class="reference internal" href="../neuron-hardware/trainium.html#trainium-arch"><span class="std std-ref">Trainium</span></a>, however it is still not implemented by the Neuron Compiler.</p> <p>Stay tuned and follow the <a class="reference internal" href="../../roadmap-readme.html#neuron-roadmap"><span class="std std-ref">Neuron Roadmap</span></a></p> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="custom-c%2B%2B-operators.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Neuron Custom C++ Operators</p> </div> </a> <a class="right-next" id="next-link" href="../../appnotes/index.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Neuron Application Notes</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:21.279Z
Misc(Neuron Runtime) — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/neuron-runtime/misc-runtime.html
# Misc(Neuron Runtime) — AWS Neuron Documentation - [repository](https://github.com/aws-neuron/aws-neuron-sdk) - [open issue](https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fneuron-runtime/misc-runtime.html&body=Your%20issue%20content%20here.) - [suggest edit](https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/neuron-runtime/misc-runtime.rst) - [.rst](../_sources/neuron-runtime/misc-runtime.rst.txt) ## Misc(Neuron Runtime) _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Misc(Neuron Runtime)[#](#misc-neuron-runtime "Permalink to this headline") - [Troubleshooting on Inf1 and Trn1](nrt-troubleshoot.html) - [FAQ](faq.html) - [Neuron Runtime Release Notes](../release-notes/runtime/aws-neuronx-runtime-lib/index.html) - [Neuron Driver Release Notes](../release-notes/runtime/aws-neuronx-dkms/index.html) - [Neuron Collectives Release Notes](../release-notes/runtime/aws-neuronx-collectives/index.html) _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Misc(Neuron Runtime) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Neuron Runtime Troubleshooting on Inf1, Inf2 and Trn1" href="nrt-troubleshoot.html"> <link rel="prev" title="Neuron Runtime Configuration" href="nrt-configurable-parameters.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "neuron-runtime/misc-runtime", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="index.html"> Neuron Runtime </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 has-children"> <a class="reference internal" href="api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 current active has-children"> <a class="current reference internal" href="#"> Misc </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/neuron-runtime/misc-runtime.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/neuron-runtime/misc-runtime.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/neuron-runtime/misc-runtime.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/neuron-runtime/misc-runtime.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/neuron-runtime/misc-runtime.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/neuron-runtime/misc-runtime.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/neuron-runtime/misc-runtime.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/neuron-runtime/misc-runtime.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/neuron-runtime/misc-runtime.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/neuron-runtime/misc-runtime.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/neuron-runtime/misc-runtime.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/neuron-runtime/misc-runtime.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/neuron-runtime/misc-runtime.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/neuron-runtime/misc-runtime.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/neuron-runtime/misc-runtime.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/neuron-runtime/misc-runtime.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/neuron-runtime/misc-runtime.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/neuron-runtime/misc-runtime.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/neuron-runtime/misc-runtime.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/neuron-runtime/misc-runtime.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/neuron-runtime/misc-runtime.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/neuron-runtime/misc-runtime.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/neuron-runtime/misc-runtime.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/neuron-runtime/misc-runtime.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/neuron-runtime/misc-runtime.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/neuron-runtime/misc-runtime.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/neuron-runtime/misc-runtime.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/neuron-runtime/misc-runtime.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/neuron-runtime/misc-runtime.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/neuron-runtime/misc-runtime.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//neuron-runtime/misc-runtime.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fneuron-runtime/misc-runtime.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/neuron-runtime/misc-runtime.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/neuron-runtime/misc-runtime.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Misc(Neuron Runtime)</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="misc-neuron-runtime"> <h1>Misc(Neuron Runtime)<a class="headerlink" href="#misc-neuron-runtime" title="Permalink to this headline">#</a></h1> <div class="toctree-wrapper compound"> <ul> <li class="toctree-l1"><a class="reference internal" href="nrt-troubleshoot.html">Troubleshooting on Inf1 and Trn1</a></li> <li class="toctree-l1"><a class="reference internal" href="faq.html">FAQ</a></li> <li class="toctree-l1"><a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html">Neuron Runtime Release Notes</a></li> <li class="toctree-l1"><a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html">Neuron Driver Release Notes</a></li> <li class="toctree-l1"><a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html">Neuron Collectives Release Notes</a></li> </ul> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="nrt-configurable-parameters.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Neuron Runtime Configuration</p> </div> </a> <a class="right-next" id="next-link" href="nrt-troubleshoot.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Neuron Runtime Troubleshooting on Inf1, Inf2 and Trn1</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:21.629Z
Introducing Neuron Runtime 2.x (libnrt.so) — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/appnotes/neuron1x/introducing-libnrt.html
# Introducing Neuron Runtime 2.x (libnrt.so) — AWS Neuron Documentation _This document is relevant for_: `Inf1` ## Introducing Neuron Runtime 2.x (libnrt.so)[#](#introducing-neuron-runtime-2-x-libnrt-so "Permalink to this headline") Table of contents - [What are we changing?](#what-are-we-changing) - [Why are we making this change?](#why-are-we-making-this-change) - [How will this change affect the Neuron SDK?](#how-will-this-change-affect-the-neuron-sdk) - [Neuron Driver](#neuron-driver) - [Neuron Runtime](#neuron-runtime) - [Neuron framework extensions](#neuron-framework-extensions) - [TensorFlow model server](#tensorflow-model-server) - [Neuron tools](#neuron-tools) - [How will this change affect me?](#how-will-this-change-affect-me) - [Neuron installation and upgrade](#neuron-installation-and-upgrade) - [Migrate your application to Neuron Runtime 2.x (libnrt.so)](#migrate-your-application-to-neuron-runtime-2-x-libnrt-so) - [Troubleshooting](#troubleshooting) - [Application fails to start](#application-fails-to-start) - [Application fails to start although I installed latest `aws-neuron-dkms`](#application-fails-to-start-although-i-installed-latest-aws-neuron-dkms) - [Application unexpected behavior when upgrading to release _Neuron 1.16.0_ or newer](#application-unexpected-behavior-when-upgrading-to-release-neuron-1-16-0-or-newer) - [Application unexpected behavior when downgrading to releases before _Neuron 1.6.0_ (from _Neuron 1.16.0_ or newer)](#application-unexpected-behavior-when-downgrading-to-releases-before-neuron-1-6-0-from-neuron-1-16-0-or-newer) - [Neuron Core is in use](#neuron-core-is-in-use) - [Frequently Asked Questions (FAQ)](#frequently-asked-questions-faq) - [Do I need to recompile my model to run it with Neuron Runtime 2.x (`libnrt.so`)?](#do-i-need-to-recompile-my-model-to-run-it-with-neuron-runtime-2-x-libnrt-so) - [Do I need to change my application launch command?](#do-i-need-to-change-my-application-launch-command) - [Can `libnrt.so` and `neuron-rtd` co-exist in the same environment?](#can-libnrt-so-and-neuron-rtd-co-exist-in-the-same-environment) - [Are there Neuron framework versions that will not support Neuron Runtime 2.x (`libnrt.so`)?](#are-there-neuron-framework-versions-that-will-not-support-neuron-runtime-2-x-libnrt-so) ## [What are we changing?](#id9)[#](#what-are-we-changing "Permalink to this headline") Starting with _Neuron 1.16.0_ release, _Neuron Runtime 1.x_ (`neuron-rtd`) is entering maintenance mode and is replaced by _Neuron Runtime 2.x_, a shared library named (`libnrt.so`). For more information on Runtime 1.x see [10/27/2021 - Neuron Runtime 1.x (neuron-rtd) enters maintenance mode](../../announcements/neuron1.x/announcements.html#maintenance-rtd). Upgrading to `libnrt.so` simplifies Neuron installation and upgrade process, introduces new capabilities for allocating NeuronCores to applications, streamlines container creation, and deprecates tools that are no longer needed. This document describes the capabilities of _Neuron Runtime 2.x_ in detail, provides information needed for successful installation and upgrade, and provides information needed for successful upgrade of Neuron applications using _Neuron Runtime 1.x_ (included in releases before _Neuron 1.16.0_) to _Neuron Runtime 2.x_ (included in releases _Neuron 1.16.0_ or newer). ## [Why are we making this change?](#id10)[#](#why-are-we-making-this-change "Permalink to this headline") Before _Neuron 1.16.0_, Neuron Runtime was delivered as a daemon (`neuron-rtd`), and communicated with Neuron framework extensions through a `gRPC` interface. `neuron-rtd` was packaged as an `rpm` or `debian` package (`aws-neuron-runtime`) and required a separate installation step. Starting with _Neuron 1.16.0_, _Neuron Runtime 2.x_ is delivered as a shared library (`libnrt.so`) and is directly linked to Neuron framework extensions. `libnrt.so` is packaged and installed as part of Neuron framework extensions (e.g. TensorFlow Neuron, PyTorch Neuron or MXNet Neuron), and does not require a separate installation step. Installing Neuron Runtime as part of the Neuron framework extensions simplifies installation and improves the user experience. In addition, since `libnrt.so` is directly linked to Neuron framework extensions, it enables faster communication between the Neuron Runtime and Neuron Frameworks by eliminating the `gRPC` interface overhead. For more information please see [How will this change affect the Neuron SDK?](#introduce-libnrt-how-sdk) and [Migrate your application to Neuron Runtime 2.x (libnrt.so)](#neuron-migrating-apps-neuron-to-libnrt). ## [How will this change affect the Neuron SDK?](#id11)[#](#how-will-this-change-affect-the-neuron-sdk "Permalink to this headline") ### [Neuron Driver](#id12)[#](#neuron-driver "Permalink to this headline") You need to use latest Neuron Driver. For successful installation and upgrade to _Neuron 1.16.0_ or newer, you must install or upgrade to Neuron Driver (`aws-neuron-dkms`) _version 2.1.5.0_ or newer. Neuron applications using _Neuron 1.16.0_ will fail if they do not detect _Neuron Driver version 2.1.5.0_ or newer. For installation and upgrade instructions see install-guide-index. To see details of Neuron component versions please see [Release Content](../../../release-notes/releasecontent.html#neuron-release-content). Important For successful installation or update to Neuron 1.16.0 and newer from previous releases: - Stop Neuron Runtime 1.x daemon (`neuron-rtd`) by running: `sudo systemctl stop neuron-rtd` - Uninstall `neuron-rtd` by running: `sudo apt remove aws-neuron-runtime` or `sudo yum remove aws-neuron-runtime` - Install or upgrade to latest Neuron Driver (`aws-neuron-dkms`) by following the install-guide-index instructions. - Starting Neuron version 2.3, `aws-neuron-dkms` package name is changed to `aws-neuronx-dkms`, see [Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)](../../announcements/neuron2.x/neuron2-intro.html#neuron2-intro) ### [Neuron Runtime](#id13)[#](#neuron-runtime "Permalink to this headline") - Installation Starting from _Neuron 1.16.0_, Neuron releases will no longer include the `aws-neuron-runtime packages`, and the Neuron Runtime will be part of the Neuron framework extension of choice (TensorFlow Neuron, PyTorch Neuron or MXNet Neuron). Installing any Neuron framework package will install the Neuron Runtime library (`libnrt.so`). > - For installation and upgrade instructions see install-guide-index. > - Configuring _Neuron Runtime_ Before _Neuron 1.16.0_, configuring _Neuron Runtime 1.x_ was performed through configuration files (e.g. /opt/aws/neuron/config/neuron-rtd.config). Starting from _Neuron 1.16.0_, configuring _Neuron Runtime 2.x_ can be done through environment variables, see [Neuron Runtime Configuration](../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration) for details. - Starting and Stopping _Neuron Runtime_ Before introducing `libnrt.so`, `neuron-rtd` ran as a daemon that communicated through a `gRPC` interface. Whenever `neuron-rtd` took ownership of a Neuron device, it continued owning that device until it was stopped. This created the need to stop `neuron-rtd` in certain cases. With the introduction of `libnrt.so`, stopping and starting the _Neuron Runtime_ is no longer needed as it runs inside the context of the application. With _Neuron Runtime 2.x_, the act of starting and stopping a Neuron application will cause `libnrt.so` to automatically claim or release the ownership of the required Neuron devices. - NeuronCore Groups (NCG) deprecation Before the introduction of _Neuron Runtime 2.x_, NeuronCore Group (NCG) has been used to define an execution group of one or more NeuronCores where models can be loaded and executed. It also provided separation between processes. With the introduction of _Neuron Runtime 2.x_, the strict separation of NeuronCores into groups is no longer needed and NeuronCore Groups (NCG) is deprecated. see [10/27/2021 - End of support for NeuronCore Groups (NCG)](../../announcements/neuron1.x/announcements.html#eol-ncg) for more information. - Running multiple _Neuron Runtimes_ Before the introduction of `libnrt.so`, you needed to run multiple `neuron-rtd` daemons to allocate Neuron devices for each `neuron-rtd` using configuration files. After the introduction of `libnrt.so`, you will no longer need to run multiple `neuron-rtd` daemons to allocate Neuron devices to specific Neuron application . With `libnrt.so` allocation of NeuronCores (Neuron device include multiple NeuronCores) to a particular application is done by using `NEURON_RT_VISIBLE_CORES` or `NEURON_RT_NUM_CORES` environment variables, for example: ``` NEURON_RT_VISIBLE_CORES=0-3 myapp1.py NEURON_RT_VISIBLE_CORES=4-11 myapp2.py ``` Or ``` NEURON_RT_NUM_CORES=3 myapp1.py & NEURON_RT_NUM_CORES=4 myapp2.py & ``` See [Neuron Runtime Configuration](../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration) for details. - Logging Similar to _Neuron Runtime 1.x_, _Neuron Runtime 2.x_ logs to syslog (verbose logging). To make debugging easier, _Neuron Runtime 2.x_ also logs to the console (error-only logging). Refer to [Neuron Runtime Configuration](../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration) to see how to increase or decrease logging verbosity. - Multi-process access to NeuronCores With the introduction of `libnrt.so`, it’s no longer possible to load models on the same NeuronCore from multiple processes. Access to the same NeuronCore should be done from the same process. Instead you can load models on the same NeuronCore using multiple threads from the same process. Note For optimal performance of multi-model execution, each NeuronCore should execute single model. - Neuron Runtime architecture _Neuron Runtime 2.x_ is delivered as a shared library (`libnrt.so`) and is directly linked to Neuron framework extensions. `libnrt.so` is packaged and installed as part of Neuron framework extensions (e.g. TensorFlow Neuron, PyTorch Neuron or MXNet Neuron), and does not require a separate installation step. Installing Neuron Runtime as part of the Neuron framework extensions simplifies installation and improves the user experience. In addition, since `libnrt.so` is directly linked to Neuron framework extensions, it enables faster communication between the Neuron Runtime and Neuron Frameworks by eliminating the `gRPC` interface overhead. ### [Neuron framework extensions](#id14)[#](#neuron-framework-extensions "Permalink to this headline") Starting from _Neuron 1.16.0_, Neuron framework extensions (TensorFlow Neuron, PyTorch Neuron or MXNet Neuron) will be packaged together with `libnrt.so`. It is required to install the `aws-neuron-dkms` Driver version 2.1.5.0 or newer for proper operation. The `neuron-rtd` daemon that was installed in previous releases no longer works starting with Neuron 1.16.0. To see details of Neuron component versions please see [Release Content](../../../release-notes/releasecontent.html#neuron-release-content). ### [TensorFlow model server](#id15)[#](#tensorflow-model-server "Permalink to this headline") Starting from _Neuron 1.16.0_, TensorFlow Neuron model server will be packaged together with `libnrt.so` and will expect `aws-neuron-dkms` _version 2.1.5.0_ or newer for proper operation. Note The TensorFlow Neuron model server included in _Neuron 1.16.0_ should run from the directory in which it was installed, as it will not run properly if copied to a different location due to its dependency on `libnrt.so`. ## [How will this change affect me?](#id17)[#](#how-will-this-change-affect-me "Permalink to this headline") ### [Migrate your application to Neuron Runtime 2.x (libnrt.so)](#id19)[#](#migrate-your-application-to-neuron-runtime-2-x-libnrt-so "Permalink to this headline") For a successful migration of your application to _Neuron 1.16.0_ or newer from previous releases, please make sure you perform the following: 1. Prerequisite Please read “[How will this change affect the Neuron SDK?](#libnrt-neuron-cmponents)” section. 2. Make sure you are not using _Neuron Runtime 1.x_ (`aws-neuron-runtime`) - Remove any code that install `aws-neuron-runtime` from any CI/CD scripts. - Stop `neuron-rtd` by running: `sudo systemctl stop neuron-rtd` - Uninstall `neuron-rtd` by running: `sudo apt remove aws-neuron-runtime` or `sudo yum remove aws-neuron-runtime` 3. Upgrade to your Neuron Framework of choice: - [Update to latest PyTorch Neuron (torch-neuron)](../../../frameworks/torch/torch-neuron/setup/pytorch-update.html#update-neuron-pytorch). - [Update to latest TensorFlow Neuron](../../../frameworks/tensorflow/tensorflow-neuron/setup/tensorflow-update.html#update-neuron-tensorflow). - [Update to latest MXNet Neuron](../../../frameworks/mxnet-neuron/setup/mxnet-update.html#update-neuron-mxnet). 4. If you have a code that start and/or stop `neuron-rtd` Remove any code that start or stop `neuron-rtd` from any CI/CD scripts. 5. Application running multiple `neuron-rtd` If your application runs multiple processes and required running multiple `neuron-rtd` daemons: - Remove the code that runs multiple `neuron-rtd` daemons. - Instead of allocating Neuron devices to `neuron-rtd` through configuration files, use `NEURON_RT_VISIBLE_CORES` or `NEURON_RT_NUM_CORES` environment variables to allocate NeuronCores. See [Neuron Runtime Configuration](../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration) for details. If you application uses `NEURONCORE_GROUP_SIZES`, see next item. Note `NEURON_RT_VISIBLE_CORES` and `NEURON_RT_NUM_CORES` environment variables enables you to allocate NeuronCores to an application. Allocating NeuronCores improves application granularity because Neuron device include multiple NeuronCores. 6. Application running multiple processes using `NEURONCORE_GROUP_SIZES` - Please consider using `NEURON_RT_VISIBLE_CORES` or `NEURON_RT_NUM_CORES` environment variables instead of `NEURONCORE_GROUP_SIZES` as it is being deprecated, see [Neuron Runtime Configuration](../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration) for details. - If you are using TensorFlow Neuron (`tensorflow-neuron (TF2.x)`) and you are replacing `NEURONCORE_GROUP_SIZES=AxB` which enables auto multicore replication, please see the new api [TensorFlow Neuron (tensorflow-neuron) Auto Multicore Replication (Experimental)](../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html#tensorflow-ref-auto-replication-python-api) for usage and documentation. - Your application behavior will remain the same as before if you do not set `NEURON_RT_VISIBLE_CORES` and do not set `NEURON_RT_NUM_CORES`. - If you are considering migrating to `NEURON_RT_VISIBLE_CORES` or `NEURON_RT_NUM_CORES`, please use the following guidelines: - `NEURON_RT_VISIBLE_CORES` takes precedence over `NEURON_RT_NUM_CORES`. - If you are migrating to `NEURON_RT_VISIBLE_CORES`: > - For TensorFlow applications or PyTorch applications make sure that `NEURONCORE_GROUP_SIZES` is unset, or that `NEURONCORE_GROUP_SIZES` allocate the same or less number of NeuronCores allocated by `NEURON_RT_VISIBLE_CORES`. > > - For MXNet applications, setting `NEURONCORE_GROUP_SIZES` and `NEURON_RT_VISIBLE_CORES` environment variables at the same time is not supported. Please use `NEURON_RT_VISIBLE_CORES` only. > > - See [Neuron Runtime Configuration](../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration) for more details of how to use `NEURON_RT_VISIBLE_CORES`. > - If you are migrating to `NEURON_RT_NUM_CORES`: > - Make sure that `NEURONCORE_GROUP_SIZES` is unset. > > - See [Neuron Runtime Configuration](../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration) for more details of how to use `NEURON_RT_NUM_CORES`. > 7. Application running multiple processes accessing same NeuronCore If your application accesses the same NeuronCore from multiple processes, this is no longer possible with `libnrt.so`. Instead, please modify your application to access the same NeuronCore from multiple threads. Note For optimal performance of multi-model execution, each NeuronCore should execute a single model. 8. Neuron Tools - If you are using Neuron Monitor, see neuron-monitor-upg for details. - If you are using `neuron-cli` please remove any call to `neuron-cli`. For more information, see [10/27/2021 - neuron-cli enters maintenance mode](../../announcements/neuron1.x/announcements.html#maintenance-neuron-cli). 9. Containers If your application is running within a container, and it previously executed `neuron-rtd` within the container, you need to re-build your container so it will not include or install `aws-neuron-runtime`. See neuron-containers and containers-migration-to-runtime2 for details. ## [Troubleshooting](#id20)[#](#troubleshooting "Permalink to this headline") ### [Application fails to start](#id21)[#](#application-fails-to-start "Permalink to this headline") #### Description[#](#description "Permalink to this headline") Starting from _Neuron 1.16.0_ release, Neuron Runtime (`libnrt.so`) requires _Neuron Driver 2.0_ or greater (`aws-neuron-dkms`). Neuron Runtime requires Neuron Driver(`aws-neuron-dkms` package) to access Neuron devices. If `aws-neuron-dkms` is not installed then the application will fail with an error message on console and syslog that look like the following: ``` NRT:nrt_init Unable to determine Neuron Driver version. Please check aws-neuron-dkms package is installed. ``` If an old `aws-neuron-dkms` is installed then the application will fail with an error message on console and syslog that look like the following: ``` NRT:nrt_init This runtime requires Neuron Driver version 2.0 or greater. Please upgrade aws-neuron-dkms package. ``` #### Solution[#](#solution "Permalink to this headline") Please follow the installation steps in install-guide-index to install `aws-neuron-dkms`. ### [Application fails to start although I installed latest `aws-neuron-dkms`](#id22)[#](#application-fails-to-start-although-i-installed-latest-aws-neuron-dkms "Permalink to this headline") #### Description[#](#id1 "Permalink to this headline") Starting from _Neuron 1.16.0_ release, Neuron Runtime (`libnrt.so`) require _Neuron Driver 2.0_ or greater (`aws-neuron-dkms`). If an old `aws-neuron-dkms` is installed, the application will fail. You may try to install `aws-neuron-dkms` and still face application failure, this may happen because the `aws-neuron-dkms` installation failed as a result of `neuron-rtd` daemon that is still running . #### Solution[#](#id2 "Permalink to this headline") - Stop `neuron-rtd` by running: `sudo systemctl stop neuron-rtd` - Uninstall `neuron-rtd` by running: `sudo apt remove aws-neuron-runtime` or sudo `yum remove aws-neuron-runtime` - Install `aws-neuron-dkms` by following steps in install-guide-index ### [Application unexpected behavior when upgrading to release _Neuron 1.16.0_ or newer](#id23)[#](#application-unexpected-behavior-when-upgrading-to-release-neuron-1-16-0-or-newer "Permalink to this headline") #### Description[#](#id3 "Permalink to this headline") When upgrading to release _Neuron 1.16.0_ or newer from previous releases, the OS may include two different versions of _Neuron Runtime_: the `libnrt.so` shared library and `neuron-rtd` daemon. This can happen if the user didn’t stop `neuron-rtd` daemon or didn’t make sure to uninstall the existing Neuron version before upgrade. In this case the user application may behave unexpectedly. #### Solution[#](#id4 "Permalink to this headline") If the OS includes two different versions of _Neuron Runtime_, `libnrt.so` shared library and `neuron-rtd` daemon: > - Before running applications that use `neuron-rtd`, restart `neuron-rtd` by calling `sudo systemctl restart neuron-rtd`. > > - Before running applications linked with `libnrt.so`, stop `neuron-rtd` by calling `sudo systemctl stop neuron-rtd`. > ### [Application unexpected behavior when downgrading to releases before _Neuron 1.6.0_ (from _Neuron 1.16.0_ or newer)](#id24)[#](#application-unexpected-behavior-when-downgrading-to-releases-before-neuron-1-6-0-from-neuron-1-16-0-or-newer "Permalink to this headline") #### Description[#](#id5 "Permalink to this headline") When upgrading to release _Neuron 1.16.0_ or newer from previous releases, and then downgrading back to releases before _Neuron 1.6.0_, the OS may include two different versions of _Neuron Runtime_: the `libnrt.so` shared library and `neuron-rtd` daemon. This can happen if the user didn’t make sure to uninstall the existing Neuron version before upgrade or downgrade. In this case the user application may behave unexpectedly. #### Solution[#](#id6 "Permalink to this headline") If the OS include two different versions of _Neuron Runtime_, `libnrt.so` shared library and `neuron-rtd` daemon: > - Before running applications that use `neuron-rtd`, restart `neuron-rtd` by calling `sudo systemctl restart neuron-rtd`. > > - Before running applications linked with `libnrt.so`, stop `neuron-rtd` by calling `sudo systemctl stop neuron-rtd`. > ### [Neuron Core is in use](#id25)[#](#neuron-core-is-in-use "Permalink to this headline") #### Description[#](#id7 "Permalink to this headline") A Neuron Core can’t be shared between two applications. If an application started using a Neuron Core all other applications trying to use the NeuronCore would fail during runtime initialization with the following message in the console and in syslog: ``` ERROR NRT:nrt_allocate_neuron_cores NeuronCore(s) not available - Requested:nc1-nc1 Available:0 ``` #### Solution[#](#id8 "Permalink to this headline") Terminate the the process using NeuronCore and then try launching the application again. ## [Frequently Asked Questions (FAQ)](#id26)[#](#frequently-asked-questions-faq "Permalink to this headline") ### [Can `libnrt.so` and `neuron-rtd` co-exist in the same environment?](#id29)[#](#can-libnrt-so-and-neuron-rtd-co-exist-in-the-same-environment "Permalink to this headline") Although we recommend upgrading to the latest Neuron release, we understand that for a transition period you may continue using `neuron-rtd` for old releases. If you are using Neuron Framework (PyTorch,TensorFlow or MXNet) from releases before _Neuron 1.16.0_: - Install the latest Neuron Driver (`aws-neuron-dkms`) - For development, we recommend using different environments for Neuron Framework (PyTorch,TensorFlow or MXNet) from releases before _Neuron 1.16.0_ and for Neuron Framework (PyTorch,TensorFlow or MXNet) from _Neuron 1.16.0_ and newer, if that is not possible, please make sure to stop `neuron-rtd` before executing models using Neuron Framework (PyTorch,TensorFlow or MXNet) from _Neuron 1.16.0_ and newer. - For deployment, when you are ready to upgrade, please upgrade to Neuron Framework (PyTorch,TensorFlow or MXNet) from _Neuron 1.16.0_ and newer. see [Migrate your application to Neuron Runtime 2.x (libnrt.so)](#neuron-migrating-apps-neuron-to-libnrt) for more information. Warning Executing models using Neuron Framework (PyTorch,TensorFlow or MXNet) from _Neuron 1.16.0_ and newer in an environment where `neuron-rtd` is running may cause undefined behavior. Please make sure to stop `neuron-rtd` before executing models using Neuron Framework (PyTorch,TensorFlow or MXNet) from _Neuron 1.16.0_ and newer.
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Introducing Neuron Runtime 2.x (libnrt.so) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Performance Tuning" href="../perf/neuron-cc/performance-tuning.html"> <link rel="prev" title="Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)" href="../../announcements/neuron2.x/neuron2-intro.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/appnotes/neuron1x/introducing-libnrt", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Application Notes </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/appnotes/neuron1x/introducing-libnrt.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/appnotes/neuron1x/introducing-libnrt.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/appnotes/neuron1x/introducing-libnrt.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#what-are-we-changing"> What are we changing? </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#why-are-we-making-this-change"> Why are we making this change? </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#how-will-this-change-affect-the-neuron-sdk"> How will this change affect the Neuron SDK? </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-driver"> Neuron Driver </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-runtime"> Neuron Runtime </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-framework-extensions"> Neuron framework extensions </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#tensorflow-model-server"> TensorFlow model server </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-tools"> Neuron tools </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#how-will-this-change-affect-me"> How will this change affect me? </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-installation-and-upgrade"> Neuron installation and upgrade </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#migrate-your-application-to-neuron-runtime-2-x-libnrt-so"> Migrate your application to Neuron Runtime 2.x (libnrt.so) </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#troubleshooting"> Troubleshooting </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#application-fails-to-start"> Application fails to start </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#solution"> Solution </a> </li> </ul> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#application-fails-to-start-although-i-installed-latest-aws-neuron-dkms"> Application fails to start although I installed latest <code class="docutils literal notranslate"> <span class="pre"> aws-neuron-dkms </span> </code> </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#id1"> Description </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#id2"> Solution </a> </li> </ul> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#application-unexpected-behavior-when-upgrading-to-release-neuron-1-16-0-or-newer"> Application unexpected behavior when upgrading to release <em> Neuron 1.16.0 </em> or newer </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#id3"> Description </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#id4"> Solution </a> </li> </ul> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#application-unexpected-behavior-when-downgrading-to-releases-before-neuron-1-6-0-from-neuron-1-16-0-or-newer"> Application unexpected behavior when downgrading to releases before <em> Neuron 1.6.0 </em> (from <em> Neuron 1.16.0 </em> or newer) </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#id5"> Description </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#id6"> Solution </a> </li> </ul> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-core-is-in-use"> Neuron Core is in use </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#id7"> Description </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#id8"> Solution </a> </li> </ul> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#frequently-asked-questions-faq"> Frequently Asked Questions (FAQ) </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#do-i-need-to-recompile-my-model-to-run-it-with-neuron-runtime-2-x-libnrt-so"> Do I need to recompile my model to run it with Neuron Runtime 2.x ( <code class="docutils literal notranslate"> <span class="pre"> libnrt.so </span> </code> )? </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#do-i-need-to-change-my-application-launch-command"> Do I need to change my application launch command? </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#can-libnrt-so-and-neuron-rtd-co-exist-in-the-same-environment"> Can <code class="docutils literal notranslate"> <span class="pre"> libnrt.so </span> </code> and <code class="docutils literal notranslate"> <span class="pre"> neuron-rtd </span> </code> co-exist in the same environment? </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#are-there-neuron-framework-versions-that-will-not-support-neuron-runtime-2-x-libnrt-so"> Are there Neuron framework versions that will not support Neuron Runtime 2.x ( <code class="docutils literal notranslate"> <span class="pre"> libnrt.so </span> </code> )? </a> </li> </ul> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Introducing Neuron Runtime 2.x (libnrt.so)</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#what-are-we-changing"> What are we changing? </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#why-are-we-making-this-change"> Why are we making this change? </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#how-will-this-change-affect-the-neuron-sdk"> How will this change affect the Neuron SDK? </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-driver"> Neuron Driver </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-runtime"> Neuron Runtime </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-framework-extensions"> Neuron framework extensions </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#tensorflow-model-server"> TensorFlow model server </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-tools"> Neuron tools </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#how-will-this-change-affect-me"> How will this change affect me? </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-installation-and-upgrade"> Neuron installation and upgrade </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#migrate-your-application-to-neuron-runtime-2-x-libnrt-so"> Migrate your application to Neuron Runtime 2.x (libnrt.so) </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#troubleshooting"> Troubleshooting </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#application-fails-to-start"> Application fails to start </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#description"> Description </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#solution"> Solution </a> </li> </ul> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#application-fails-to-start-although-i-installed-latest-aws-neuron-dkms"> Application fails to start although I installed latest <code class="docutils literal notranslate"> <span class="pre"> aws-neuron-dkms </span> </code> </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#id1"> Description </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#id2"> Solution </a> </li> </ul> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#application-unexpected-behavior-when-upgrading-to-release-neuron-1-16-0-or-newer"> Application unexpected behavior when upgrading to release <em> Neuron 1.16.0 </em> or newer </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#id3"> Description </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#id4"> Solution </a> </li> </ul> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#application-unexpected-behavior-when-downgrading-to-releases-before-neuron-1-6-0-from-neuron-1-16-0-or-newer"> Application unexpected behavior when downgrading to releases before <em> Neuron 1.6.0 </em> (from <em> Neuron 1.16.0 </em> or newer) </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#id5"> Description </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#id6"> Solution </a> </li> </ul> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-core-is-in-use"> Neuron Core is in use </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#id7"> Description </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#id8"> Solution </a> </li> </ul> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#frequently-asked-questions-faq"> Frequently Asked Questions (FAQ) </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#do-i-need-to-recompile-my-model-to-run-it-with-neuron-runtime-2-x-libnrt-so"> Do I need to recompile my model to run it with Neuron Runtime 2.x ( <code class="docutils literal notranslate"> <span class="pre"> libnrt.so </span> </code> )? </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#do-i-need-to-change-my-application-launch-command"> Do I need to change my application launch command? </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#can-libnrt-so-and-neuron-rtd-co-exist-in-the-same-environment"> Can <code class="docutils literal notranslate"> <span class="pre"> libnrt.so </span> </code> and <code class="docutils literal notranslate"> <span class="pre"> neuron-rtd </span> </code> co-exist in the same environment? </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#are-there-neuron-framework-versions-that-will-not-support-neuron-runtime-2-x-libnrt-so"> Are there Neuron framework versions that will not support Neuron Runtime 2.x ( <code class="docutils literal notranslate"> <span class="pre"> libnrt.so </span> </code> )? </a> </li> </ul> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="introducing-neuron-runtime-2-x-libnrt-so"> <span id="introduce-libnrt"></span><h1>Introducing Neuron Runtime 2.x (libnrt.so)<a class="headerlink" href="#introducing-neuron-runtime-2-x-libnrt-so" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#what-are-we-changing" id="id9">What are we changing?</a></p></li> <li><p><a class="reference internal" href="#why-are-we-making-this-change" id="id10">Why are we making this change?</a></p></li> <li><p><a class="reference internal" href="#how-will-this-change-affect-the-neuron-sdk" id="id11">How will this change affect the Neuron SDK?</a></p> <ul> <li><p><a class="reference internal" href="#neuron-driver" id="id12">Neuron Driver</a></p></li> <li><p><a class="reference internal" href="#neuron-runtime" id="id13">Neuron Runtime</a></p></li> <li><p><a class="reference internal" href="#neuron-framework-extensions" id="id14">Neuron framework extensions</a></p></li> <li><p><a class="reference internal" href="#tensorflow-model-server" id="id15">TensorFlow model server</a></p></li> <li><p><a class="reference internal" href="#neuron-tools" id="id16">Neuron tools</a></p></li> </ul> </li> <li><p><a class="reference internal" href="#how-will-this-change-affect-me" id="id17">How will this change affect me?</a></p> <ul> <li><p><a class="reference internal" href="#neuron-installation-and-upgrade" id="id18">Neuron installation and upgrade</a></p></li> <li><p><a class="reference internal" href="#migrate-your-application-to-neuron-runtime-2-x-libnrt-so" id="id19">Migrate your application to Neuron Runtime 2.x (libnrt.so)</a></p></li> </ul> </li> <li><p><a class="reference internal" href="#troubleshooting" id="id20">Troubleshooting</a></p> <ul> <li><p><a class="reference internal" href="#application-fails-to-start" id="id21">Application fails to start</a></p></li> <li><p><a class="reference internal" href="#application-fails-to-start-although-i-installed-latest-aws-neuron-dkms" id="id22">Application fails to start although I installed latest <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code></a></p></li> <li><p><a class="reference internal" href="#application-unexpected-behavior-when-upgrading-to-release-neuron-1-16-0-or-newer" id="id23">Application unexpected behavior when upgrading to release <em>Neuron 1.16.0</em> or newer</a></p></li> <li><p><a class="reference internal" href="#application-unexpected-behavior-when-downgrading-to-releases-before-neuron-1-6-0-from-neuron-1-16-0-or-newer" id="id24">Application unexpected behavior when downgrading to releases before <em>Neuron 1.6.0</em> (from <em>Neuron 1.16.0</em> or newer)</a></p></li> <li><p><a class="reference internal" href="#neuron-core-is-in-use" id="id25">Neuron Core is in use</a></p></li> </ul> </li> <li><p><a class="reference internal" href="#frequently-asked-questions-faq" id="id26">Frequently Asked Questions (FAQ)</a></p> <ul> <li><p><a class="reference internal" href="#do-i-need-to-recompile-my-model-to-run-it-with-neuron-runtime-2-x-libnrt-so" id="id27">Do I need to recompile my model to run it with Neuron Runtime 2.x (<code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>)?</a></p></li> <li><p><a class="reference internal" href="#do-i-need-to-change-my-application-launch-command" id="id28">Do I need to change my application launch command?</a></p></li> <li><p><a class="reference internal" href="#can-libnrt-so-and-neuron-rtd-co-exist-in-the-same-environment" id="id29">Can <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code> and <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> co-exist in the same environment?</a></p></li> <li><p><a class="reference internal" href="#are-there-neuron-framework-versions-that-will-not-support-neuron-runtime-2-x-libnrt-so" id="id30">Are there Neuron framework versions that will not support Neuron Runtime 2.x (<code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>)?</a></p></li> </ul> </li> </ul> </div> <div class="section" id="what-are-we-changing"> <h2><a class="toc-backref" href="#id9">What are we changing?</a><a class="headerlink" href="#what-are-we-changing" title="Permalink to this headline">#</a></h2> <p>Starting with <em>Neuron 1.16.0</em> release, <em>Neuron Runtime 1.x</em> (<code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code>) is entering maintenance mode and is replaced by <em>Neuron Runtime 2.x</em>, a shared library named (<code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>). For more information on Runtime 1.x see <a class="reference internal" href="../../announcements/neuron1.x/announcements.html#maintenance-rtd"><span class="std std-ref">10/27/2021 - Neuron Runtime 1.x (neuron-rtd) enters maintenance mode</span></a>.</p> <p>Upgrading to <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code> simplifies Neuron installation and upgrade process, introduces new capabilities for allocating NeuronCores to applications, streamlines container creation, and deprecates tools that are no longer needed.</p> <p>This document describes the capabilities of <em>Neuron Runtime 2.x</em> in detail, provides information needed for successful installation and upgrade, and provides information needed for successful upgrade of Neuron applications using <em>Neuron Runtime 1.x</em> (included in releases before <em>Neuron 1.16.0</em>) to <em>Neuron Runtime 2.x</em> (included in releases <em>Neuron 1.16.0</em> or newer).</p> </div> <div class="section" id="why-are-we-making-this-change"> <span id="introduce-libnrt-why"></span><h2><a class="toc-backref" href="#id10">Why are we making this change?</a><a class="headerlink" href="#why-are-we-making-this-change" title="Permalink to this headline">#</a></h2> <p>Before <em>Neuron 1.16.0</em>, Neuron Runtime was delivered as a daemon (<code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code>), and communicated with Neuron framework extensions through a <code class="docutils literal notranslate"><span class="pre">gRPC</span></code> interface. <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> was packaged as an <code class="docutils literal notranslate"><span class="pre">rpm</span></code> or <code class="docutils literal notranslate"><span class="pre">debian</span></code> package (<code class="docutils literal notranslate"><span class="pre">aws-neuron-runtime</span></code>) and required a separate installation step.</p> <p>Starting with <em>Neuron 1.16.0</em>, <em>Neuron Runtime 2.x</em> is delivered as a shared library (<code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>) and is directly linked to Neuron framework extensions. <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code> is packaged and installed as part of Neuron framework extensions (e.g. TensorFlow Neuron, PyTorch Neuron or MXNet Neuron), and does not require a separate installation step. Installing Neuron Runtime as part of the Neuron framework extensions simplifies installation and improves the user experience. In addition, since <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code> is directly linked to Neuron framework extensions, it enables faster communication between the Neuron Runtime and Neuron Frameworks by eliminating the <code class="docutils literal notranslate"><span class="pre">gRPC</span></code> interface overhead.</p> <p>For more information please see <a class="reference internal" href="#introduce-libnrt-how-sdk"><span class="std std-ref">How will this change affect the Neuron SDK?</span></a> and <a class="reference internal" href="#neuron-migrating-apps-neuron-to-libnrt"><span class="std std-ref">Migrate your application to Neuron Runtime 2.x (libnrt.so)</span></a>.</p> </div> <div class="section" id="how-will-this-change-affect-the-neuron-sdk"> <span id="introduce-libnrt-how-sdk"></span><span id="libnrt-neuron-cmponents"></span><h2><a class="toc-backref" href="#id11">How will this change affect the Neuron SDK?</a><a class="headerlink" href="#how-will-this-change-affect-the-neuron-sdk" title="Permalink to this headline">#</a></h2> <div class="section" id="neuron-driver"> <h3><a class="toc-backref" href="#id12">Neuron Driver</a><a class="headerlink" href="#neuron-driver" title="Permalink to this headline">#</a></h3> <p>You need to use latest Neuron Driver. For successful installation and upgrade to <em>Neuron 1.16.0</em> or newer, you must install or upgrade to Neuron Driver (<code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code>) <em>version 2.1.5.0</em> or newer. Neuron applications using <em>Neuron 1.16.0</em> will fail if they do not detect <em>Neuron Driver version 2.1.5.0</em> or newer. For installation and upgrade instructions see <span class="xref std std-ref">install-guide-index</span>.</p> <div class="admonition important"> <p class="admonition-title">Important</p> <p>Starting Neuron version 2.3, <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> package name is changed to <code class="docutils literal notranslate"><span class="pre">aws-neuronx-dkms</span></code>, see <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html#neuron2-intro"><span class="std std-ref">Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)</span></a></p> </div> <p>To see details of Neuron component versions please see <a class="reference internal" href="../../../release-notes/releasecontent.html#neuron-release-content"><span class="std std-ref">Release Content</span></a>.</p> <div class="admonition important"> <p class="admonition-title">Important</p> <dl class="simple"> <dt>For successful installation or update to Neuron 1.16.0 and newer from previous releases:</dt><dd><ul class="simple"> <li><p>Stop Neuron Runtime 1.x daemon (<code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code>) by running: <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">systemctl</span> <span class="pre">stop</span> <span class="pre">neuron-rtd</span></code></p></li> <li><p>Uninstall <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> by running: <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">apt</span> <span class="pre">remove</span> <span class="pre">aws-neuron-runtime</span></code> or <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">yum</span> <span class="pre">remove</span> <span class="pre">aws-neuron-runtime</span></code></p></li> <li><p>Install or upgrade to latest Neuron Driver (<code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code>) by following the <span class="xref std std-ref">install-guide-index</span> instructions.</p></li> <li><p>Starting Neuron version 2.3, <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> package name is changed to <code class="docutils literal notranslate"><span class="pre">aws-neuronx-dkms</span></code>, see <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html#neuron2-intro"><span class="std std-ref">Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)</span></a></p></li> </ul> </dd> </dl> </div> </div> <div class="section" id="neuron-runtime"> <h3><a class="toc-backref" href="#id13">Neuron Runtime</a><a class="headerlink" href="#neuron-runtime" title="Permalink to this headline">#</a></h3> <ul> <li><p>Installation Starting from <em>Neuron 1.16.0</em>, Neuron releases will no longer include the <code class="docutils literal notranslate"><span class="pre">aws-neuron-runtime</span> <span class="pre">packages</span></code>, and the Neuron Runtime will be part of the Neuron framework extension of choice (TensorFlow Neuron, PyTorch Neuron or MXNet Neuron). Installing any Neuron framework package will install the Neuron Runtime library (<code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>).</p> <blockquote> <div><ul class="simple"> <li><p>For installation and upgrade instructions see <span class="xref std std-ref">install-guide-index</span>.</p></li> </ul> </div></blockquote> </li> <li><dl class="simple"> <dt>Configuring <em>Neuron Runtime</em></dt><dd><p>Before <em>Neuron 1.16.0</em>, configuring <em>Neuron Runtime 1.x</em> was performed through configuration files (e.g. /opt/aws/neuron/config/neuron-rtd.config). Starting from <em>Neuron 1.16.0</em>, configuring <em>Neuron Runtime 2.x</em> can be done through environment variables, see <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration"><span class="std std-ref">Neuron Runtime Configuration</span></a> for details.</p> </dd> </dl> </li> <li><dl class="simple"> <dt>Starting and Stopping <em>Neuron Runtime</em></dt><dd><p>Before introducing <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>, <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> ran as a daemon that communicated through a <code class="docutils literal notranslate"><span class="pre">gRPC</span></code> interface. Whenever <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> took ownership of a Neuron device, it continued owning that device until it was stopped. This created the need to stop <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> in certain cases. With the introduction of <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>, stopping and starting the <em>Neuron Runtime</em> is no longer needed as it runs inside the context of the application. With <em>Neuron Runtime 2.x</em>, the act of starting and stopping a Neuron application will cause <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code> to automatically claim or release the ownership of the required Neuron devices.</p> </dd> </dl> </li> <li><dl> <dt>NeuronCore Groups (NCG) deprecation</dt><dd><p>Before the introduction of <em>Neuron Runtime 2.x</em>, NeuronCore Group (NCG) has been used to define an execution group of one or more NeuronCores where models can be loaded and executed. It also provided separation between processes.</p> <p>With the introduction of <em>Neuron Runtime 2.x</em>, the strict separation of NeuronCores into groups is no longer needed and NeuronCore Groups (NCG) is deprecated. see <a class="reference internal" href="../../announcements/neuron1.x/announcements.html#eol-ncg"><span class="std std-ref">10/27/2021 - End of support for NeuronCore Groups (NCG)</span></a> for more information.</p> </dd> </dl> </li> <li><dl> <dt>Running multiple <em>Neuron Runtimes</em></dt><dd><p>Before the introduction of <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>, you needed to run multiple <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> daemons to allocate Neuron devices for each <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> using configuration files. After the introduction of <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>, you will no longer need to run multiple <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> daemons to allocate Neuron devices to specific Neuron application . With <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code> allocation of NeuronCores (Neuron device include multiple NeuronCores) to a particular application is done by using <code class="docutils literal notranslate"><span class="pre">NEURON_RT_VISIBLE_CORES</span></code> or <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES</span></code> environment variables, for example:</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">NEURON_RT_VISIBLE_CORES</span><span class="o">=</span><span class="mi">0</span><span class="o">-</span><span class="mi">3</span> <span class="n">myapp1</span><span class="o">.</span><span class="n">py</span> <span class="n">NEURON_RT_VISIBLE_CORES</span><span class="o">=</span><span class="mi">4</span><span class="o">-</span><span class="mi">11</span> <span class="n">myapp2</span><span class="o">.</span><span class="n">py</span> </pre></div> </div> <p>Or</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">NEURON_RT_NUM_CORES</span><span class="o">=</span><span class="mi">3</span> <span class="n">myapp1</span><span class="o">.</span><span class="n">py</span> <span class="o">&amp;</span> <span class="n">NEURON_RT_NUM_CORES</span><span class="o">=</span><span class="mi">4</span> <span class="n">myapp2</span><span class="o">.</span><span class="n">py</span> <span class="o">&amp;</span> </pre></div> </div> <p>See <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration"><span class="std std-ref">Neuron Runtime Configuration</span></a> for details.</p> </dd> </dl> </li> <li><dl class="simple"> <dt>Logging</dt><dd><p>Similar to <em>Neuron Runtime 1.x</em>, <em>Neuron Runtime 2.x</em> logs to syslog (verbose logging). To make debugging easier, <em>Neuron Runtime 2.x</em> also logs to the console (error-only logging). Refer to <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration"><span class="std std-ref">Neuron Runtime Configuration</span></a> to see how to increase or decrease logging verbosity.</p> </dd> </dl> </li> <li><dl> <dt>Multi-process access to NeuronCores</dt><dd><p>With the introduction of <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>, it’s no longer possible to load models on the same NeuronCore from multiple processes. Access to the same NeuronCore should be done from the same process. Instead you can load models on the same NeuronCore using multiple threads from the same process.</p> <div class="admonition note"> <p class="admonition-title">Note</p> <p>For optimal performance of multi-model execution, each NeuronCore should execute single model.</p> </div> </dd> </dl> </li> <li><dl class="simple"> <dt>Neuron Runtime architecture</dt><dd><p><em>Neuron Runtime 2.x</em> is delivered as a shared library (<code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>) and is directly linked to Neuron framework extensions. <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code> is packaged and installed as part of Neuron framework extensions (e.g. TensorFlow Neuron, PyTorch Neuron or MXNet Neuron), and does not require a separate installation step. Installing Neuron Runtime as part of the Neuron framework extensions simplifies installation and improves the user experience. In addition, since <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code> is directly linked to Neuron framework extensions, it enables faster communication between the Neuron Runtime and Neuron Frameworks by eliminating the <code class="docutils literal notranslate"><span class="pre">gRPC</span></code> interface overhead.</p> </dd> </dl> </li> </ul> </div> <div class="section" id="neuron-framework-extensions"> <h3><a class="toc-backref" href="#id14">Neuron framework extensions</a><a class="headerlink" href="#neuron-framework-extensions" title="Permalink to this headline">#</a></h3> <p>Starting from <em>Neuron 1.16.0</em>, Neuron framework extensions (TensorFlow Neuron, PyTorch Neuron or MXNet Neuron) will be packaged together with <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>. It is required to install the <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> Driver version 2.1.5.0 or newer for proper operation. The <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> daemon that was installed in previous releases no longer works starting with Neuron 1.16.0.</p> <p>To see details of Neuron component versions please see <a class="reference internal" href="../../../release-notes/releasecontent.html#neuron-release-content"><span class="std std-ref">Release Content</span></a>.</p> </div> <div class="section" id="tensorflow-model-server"> <h3><a class="toc-backref" href="#id15">TensorFlow model server</a><a class="headerlink" href="#tensorflow-model-server" title="Permalink to this headline">#</a></h3> <p>Starting from <em>Neuron 1.16.0</em>, TensorFlow Neuron model server will be packaged together with <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code> and will expect <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> <em>version 2.1.5.0</em> or newer for proper operation.</p> <div class="admonition note"> <p class="admonition-title">Note</p> <p>The TensorFlow Neuron model server included in <em>Neuron 1.16.0</em> should run from the directory in which it was installed, as it will not run properly if copied to a different location due to its dependency on <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>.</p> </div> <div class="admonition important"> <p class="admonition-title">Important</p> <p>Starting Neuron version 2.3, <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> package name is changed to <code class="docutils literal notranslate"><span class="pre">aws-neuronx-dkms</span></code>, see <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html#neuron2-intro"><span class="std std-ref">Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)</span></a></p> </div> </div> <div class="section" id="neuron-tools"> <h3><a class="toc-backref" href="#id16">Neuron tools</a><a class="headerlink" href="#neuron-tools" title="Permalink to this headline">#</a></h3> <ul class="simple"> <li><p><code class="docutils literal notranslate"><span class="pre">neuron-cli</span></code> - Starting from <em>Neuron 1.16.0</em>, <code class="docutils literal notranslate"><span class="pre">neuron-cli</span></code> enters maintenance mode, see <a class="reference internal" href="../../announcements/neuron1.x/announcements.html#maintenance-neuron-cli"><span class="std std-ref">10/27/2021 - neuron-cli enters maintenance mode</span></a> for more information.</p></li> <li><p><code class="docutils literal notranslate"><span class="pre">neuron-top</span></code> - Starting from <em>Neuron 1.16.0</em>, <code class="docutils literal notranslate"><span class="pre">neuron-top</span></code> has a new user interface, see <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html#neuron-top-ug"><span class="std std-ref">Neuron Top User Guide</span></a> for more information.</p></li> <li><p><code class="docutils literal notranslate"><span class="pre">neuron-monitor</span></code> - <code class="docutils literal notranslate"><span class="pre">neuron-monitor</span></code> was updated to support Neuron Runtime 2.x (<code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>)</p> <ul> <li><p>See <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html#neuron-monitor-ug"><span class="std std-ref">Neuron Monitor User Guide</span></a> for a updated user guide of <code class="docutils literal notranslate"><span class="pre">neuron-monitor</span></code>.</p></li> <li><p>See <span class="xref std std-ref">neuron-monitor-upg</span> for a list of changes between <em>Neuron Monitor 2.x</em> and <em>Neuron Monitor 1.0</em></p></li> <li><p>See <span class="xref std std-ref">neuron-monitor-bwc</span> for how you can use <em>Neuron Monitor 2.x</em> with <em>Neuron Runtime 1.x</em> (<code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code>) .</p></li> </ul> </li> </ul> </div> </div> <div class="section" id="how-will-this-change-affect-me"> <span id="introduce-libnrt-how-user"></span><h2><a class="toc-backref" href="#id17">How will this change affect me?</a><a class="headerlink" href="#how-will-this-change-affect-me" title="Permalink to this headline">#</a></h2> <div class="section" id="neuron-installation-and-upgrade"> <h3><a class="toc-backref" href="#id18">Neuron installation and upgrade</a><a class="headerlink" href="#neuron-installation-and-upgrade" title="Permalink to this headline">#</a></h3> <p>As explained in “<a class="reference internal" href="#libnrt-neuron-cmponents"><span class="std std-ref">How will this change affect the Neuron SDK?</span></a>”, starting from <em>Neuron 1.16.0</em>, <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code> requires the latest Neuron Driver (<code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code>), in addition there is no longer the need to install <code class="docutils literal notranslate"><span class="pre">aws-neuron-runtime</span></code>. To install Neuron or upgrade to latest Neuron version, please follow the installation and upgrade instructions below:</p> <ul class="simple"> <li><dl class="simple"> <dt>PyTorch Neuron</dt><dd><ul> <li><p><a class="reference internal" href="../../../frameworks/torch/torch-neuron/setup/pytorch-install.html#install-neuron-pytorch"><span class="std std-ref">Install PyTorch Neuron (torch-neuron)</span></a>.</p></li> <li><p><a class="reference internal" href="../../../frameworks/torch/torch-neuron/setup/pytorch-update.html#update-neuron-pytorch"><span class="std std-ref">Update to latest PyTorch Neuron (torch-neuron)</span></a>.</p></li> </ul> </dd> </dl> </li> <li><dl class="simple"> <dt>TensorFlow Neuron</dt><dd><ul> <li><p><a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/setup/tensorflow-install.html#install-neuron-tensorflow"><span class="std std-ref">Install TensorFlow Neuron</span></a>.</p></li> <li><p><a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/setup/tensorflow-update.html#update-neuron-tensorflow"><span class="std std-ref">Update to latest TensorFlow Neuron</span></a>.</p></li> </ul> </dd> </dl> </li> <li><dl class="simple"> <dt>MXNet Neuron</dt><dd><ul> <li><p><a class="reference internal" href="../../../frameworks/mxnet-neuron/setup/mxnet-install.html#install-neuron-mxnet"><span class="std std-ref">Install MXNet Neuron</span></a>.</p></li> <li><p><a class="reference internal" href="../../../frameworks/mxnet-neuron/setup/mxnet-update.html#update-neuron-mxnet"><span class="std std-ref">Update to latest MXNet Neuron</span></a>.</p></li> </ul> </dd> </dl> </li> </ul> <div class="admonition important"> <p class="admonition-title">Important</p> <p>Starting Neuron version 2.3, <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> package name is changed to <code class="docutils literal notranslate"><span class="pre">aws-neuronx-dkms</span></code>, see <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html#neuron2-intro"><span class="std std-ref">Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)</span></a></p> </div> </div> <div class="section" id="migrate-your-application-to-neuron-runtime-2-x-libnrt-so"> <span id="neuron-migrating-apps-neuron-to-libnrt"></span><h3><a class="toc-backref" href="#id19">Migrate your application to Neuron Runtime 2.x (libnrt.so)</a><a class="headerlink" href="#migrate-your-application-to-neuron-runtime-2-x-libnrt-so" title="Permalink to this headline">#</a></h3> <p>For a successful migration of your application to <em>Neuron 1.16.0</em> or newer from previous releases, please make sure you perform the following:</p> <ol class="arabic"> <li><dl class="simple"> <dt>Prerequisite</dt><dd><p>Please read “<a class="reference internal" href="#libnrt-neuron-cmponents"><span class="std std-ref">How will this change affect the Neuron SDK?</span></a>” section.</p> </dd> </dl> </li> <li><dl class="simple"> <dt>Make sure you are not using <em>Neuron Runtime 1.x</em> (<code class="docutils literal notranslate"><span class="pre">aws-neuron-runtime</span></code>)</dt><dd><ul class="simple"> <li><p>Remove any code that install <code class="docutils literal notranslate"><span class="pre">aws-neuron-runtime</span></code> from any CI/CD scripts.</p></li> <li><p>Stop <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> by running: <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">systemctl</span> <span class="pre">stop</span> <span class="pre">neuron-rtd</span></code></p></li> <li><p>Uninstall <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> by running: <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">apt</span> <span class="pre">remove</span> <span class="pre">aws-neuron-runtime</span></code> or <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">yum</span> <span class="pre">remove</span> <span class="pre">aws-neuron-runtime</span></code></p></li> </ul> </dd> </dl> </li> <li><dl class="simple"> <dt>Upgrade to your Neuron Framework of choice:</dt><dd><ul class="simple"> <li><p><a class="reference internal" href="../../../frameworks/torch/torch-neuron/setup/pytorch-update.html#update-neuron-pytorch"><span class="std std-ref">Update to latest PyTorch Neuron (torch-neuron)</span></a>.</p></li> <li><p><a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/setup/tensorflow-update.html#update-neuron-tensorflow"><span class="std std-ref">Update to latest TensorFlow Neuron</span></a>.</p></li> <li><p><a class="reference internal" href="../../../frameworks/mxnet-neuron/setup/mxnet-update.html#update-neuron-mxnet"><span class="std std-ref">Update to latest MXNet Neuron</span></a>.</p></li> </ul> </dd> </dl> </li> <li><dl class="simple"> <dt>If you have a code that start and/or stop <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code></dt><dd><p>Remove any code that start or stop <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> from any CI/CD scripts.</p> </dd> </dl> </li> <li><dl> <dt>Application running multiple <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code></dt><dd><p>If your application runs multiple processes and required running multiple <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> daemons:</p> <ul class="simple"> <li><p>Remove the code that runs multiple <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> daemons.</p></li> <li><p>Instead of allocating Neuron devices to <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> through configuration files, use <code class="docutils literal notranslate"><span class="pre">NEURON_RT_VISIBLE_CORES</span></code> or <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES</span></code> environment variables to allocate NeuronCores. See <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration"><span class="std std-ref">Neuron Runtime Configuration</span></a> for details.</p></li> </ul> <p>If you application uses <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code>, see next item.</p> <div class="admonition note"> <p class="admonition-title">Note</p> <p><code class="docutils literal notranslate"><span class="pre">NEURON_RT_VISIBLE_CORES</span></code> and <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES</span></code> environment variables enables you to allocate NeuronCores to an application. Allocating NeuronCores improves application granularity because Neuron device include multiple NeuronCores.</p> </div> </dd> </dl> </li> <li><dl> <dt>Application running multiple processes using <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code></dt><dd><ul class="simple"> <li><p>Please consider using <code class="docutils literal notranslate"><span class="pre">NEURON_RT_VISIBLE_CORES</span></code> or <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES</span></code> environment variables instead of <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> as it is being deprecated,</p></li> </ul> <p>see <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration"><span class="std std-ref">Neuron Runtime Configuration</span></a> for details.</p> <ul> <li><p>If you are using TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span> <span class="pre">(TF2.x)</span></code>) and you are replacing <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES=AxB</span></code> which enables auto multicore replication, please see the new api <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html#tensorflow-ref-auto-replication-python-api"><span class="std std-ref">TensorFlow Neuron (tensorflow-neuron) Auto Multicore Replication (Experimental)</span></a> for usage and documentation.</p></li> <li><p>Your application behavior will remain the same as before if you do not set <code class="docutils literal notranslate"><span class="pre">NEURON_RT_VISIBLE_CORES</span></code> and do not set <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES</span></code>.</p></li> <li><p>If you are considering migrating to <code class="docutils literal notranslate"><span class="pre">NEURON_RT_VISIBLE_CORES</span></code> or <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES</span></code>, please use the following guidelines:</p> <ul> <li><p><code class="docutils literal notranslate"><span class="pre">NEURON_RT_VISIBLE_CORES</span></code> takes precedence over <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES</span></code>.</p></li> <li><p>If you are migrating to <code class="docutils literal notranslate"><span class="pre">NEURON_RT_VISIBLE_CORES</span></code>:</p> <blockquote> <div><ul class="simple"> <li><p>For TensorFlow applications or PyTorch applications make sure that <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> is unset, or that <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> allocate the same or less number of NeuronCores allocated by <code class="docutils literal notranslate"><span class="pre">NEURON_RT_VISIBLE_CORES</span></code>.</p></li> <li><p>For MXNet applications, setting <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> and <code class="docutils literal notranslate"><span class="pre">NEURON_RT_VISIBLE_CORES</span></code> environment variables at the same time is not supported. Please use <code class="docutils literal notranslate"><span class="pre">NEURON_RT_VISIBLE_CORES</span></code> only.</p></li> <li><p>See <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration"><span class="std std-ref">Neuron Runtime Configuration</span></a> for more details of how to use <code class="docutils literal notranslate"><span class="pre">NEURON_RT_VISIBLE_CORES</span></code>.</p></li> </ul> </div></blockquote> </li> <li><p>If you are migrating to <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES</span></code>:</p> <blockquote> <div><ul class="simple"> <li><p>Make sure that <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> is unset.</p></li> <li><p>See <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration"><span class="std std-ref">Neuron Runtime Configuration</span></a> for more details of how to use <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES</span></code>.</p></li> </ul> </div></blockquote> </li> </ul> </li> </ul> </dd> </dl> </li> <li><dl> <dt>Application running multiple processes accessing same NeuronCore</dt><dd><p>If your application accesses the same NeuronCore from multiple processes, this is no longer possible with <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>. Instead, please modify your application to access the same NeuronCore from multiple threads.</p> <div class="admonition note"> <p class="admonition-title">Note</p> <p>For optimal performance of multi-model execution, each NeuronCore should execute a single model.</p> </div> </dd> </dl> </li> <li><dl class="simple"> <dt>Neuron Tools</dt><dd><ul class="simple"> <li><p>If you are using Neuron Monitor, see <span class="xref std std-ref">neuron-monitor-upg</span> for details.</p></li> <li><p>If you are using <code class="docutils literal notranslate"><span class="pre">neuron-cli</span></code> please remove any call to <code class="docutils literal notranslate"><span class="pre">neuron-cli</span></code>. For more information, see <a class="reference internal" href="../../announcements/neuron1.x/announcements.html#maintenance-neuron-cli"><span class="std std-ref">10/27/2021 - neuron-cli enters maintenance mode</span></a>.</p></li> </ul> </dd> </dl> </li> <li><dl class="simple"> <dt>Containers</dt><dd><p>If your application is running within a container, and it previously executed <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> within the container, you need to re-build your container so it will not include or install <code class="docutils literal notranslate"><span class="pre">aws-neuron-runtime</span></code>. See <span class="xref std std-ref">neuron-containers</span> and <span class="xref std std-ref">containers-migration-to-runtime2</span> for details.</p> </dd> </dl> </li> </ol> </div> </div> <div class="section" id="troubleshooting"> <h2><a class="toc-backref" href="#id20">Troubleshooting</a><a class="headerlink" href="#troubleshooting" title="Permalink to this headline">#</a></h2> <div class="section" id="application-fails-to-start"> <h3><a class="toc-backref" href="#id21">Application fails to start</a><a class="headerlink" href="#application-fails-to-start" title="Permalink to this headline">#</a></h3> <div class="section" id="description"> <h4>Description<a class="headerlink" href="#description" title="Permalink to this headline">#</a></h4> <p>Starting from <em>Neuron 1.16.0</em> release, Neuron Runtime (<code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>) requires <em>Neuron Driver 2.0</em> or greater (<code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code>). Neuron Runtime requires Neuron Driver(<code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> package) to access Neuron devices.</p> <p>If <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> is not installed then the application will fail with an error message on console and syslog that look like the following:</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">NRT</span><span class="p">:</span><span class="n">nrt_init</span> <span class="n">Unable</span> <span class="n">to</span> <span class="n">determine</span> <span class="n">Neuron</span> <span class="n">Driver</span> <span class="n">version</span><span class="o">.</span> <span class="n">Please</span> <span class="n">check</span> <span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">dkms</span> <span class="n">package</span> <span class="ow">is</span> <span class="n">installed</span><span class="o">.</span> </pre></div> </div> <p>If an old <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> is installed then the application will fail with an error message on console and syslog that look like the following:</p> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">NRT</span><span class="p">:</span><span class="n">nrt_init</span> <span class="n">This</span> <span class="n">runtime</span> <span class="n">requires</span> <span class="n">Neuron</span> <span class="n">Driver</span> <span class="n">version</span> <span class="mf">2.0</span> <span class="ow">or</span> <span class="n">greater</span><span class="o">.</span> <span class="n">Please</span> <span class="n">upgrade</span> <span class="n">aws</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">dkms</span> <span class="n">package</span><span class="o">.</span> </pre></div> </div> </div> <div class="section" id="solution"> <h4>Solution<a class="headerlink" href="#solution" title="Permalink to this headline">#</a></h4> <p>Please follow the installation steps in <span class="xref std std-ref">install-guide-index</span> to install <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code>.</p> <div class="admonition important"> <p class="admonition-title">Important</p> <p>Starting Neuron version 2.3, <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> package name is changed to <code class="docutils literal notranslate"><span class="pre">aws-neuronx-dkms</span></code>, see <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html#neuron2-intro"><span class="std std-ref">Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)</span></a></p> </div> </div> </div> <div class="section" id="application-fails-to-start-although-i-installed-latest-aws-neuron-dkms"> <h3><a class="toc-backref" href="#id22">Application fails to start although I installed latest <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code></a><a class="headerlink" href="#application-fails-to-start-although-i-installed-latest-aws-neuron-dkms" title="Permalink to this headline">#</a></h3> <div class="section" id="id1"> <h4>Description<a class="headerlink" href="#id1" title="Permalink to this headline">#</a></h4> <p>Starting from <em>Neuron 1.16.0</em> release, Neuron Runtime (<code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>) require <em>Neuron Driver 2.0</em> or greater (<code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code>). If an old <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> is installed, the application will fail. You may try to install <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> and still face application failure, this may happen because the <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> installation failed as a result of <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> daemon that is still running .</p> </div> <div class="section" id="id2"> <h4>Solution<a class="headerlink" href="#id2" title="Permalink to this headline">#</a></h4> <ul class="simple"> <li><p>Stop <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> by running: <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">systemctl</span> <span class="pre">stop</span> <span class="pre">neuron-rtd</span></code></p></li> <li><p>Uninstall <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> by running: <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">apt</span> <span class="pre">remove</span> <span class="pre">aws-neuron-runtime</span></code> or sudo <code class="docutils literal notranslate"><span class="pre">yum</span> <span class="pre">remove</span> <span class="pre">aws-neuron-runtime</span></code></p></li> <li><p>Install <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> by following steps in <span class="xref std std-ref">install-guide-index</span></p></li> </ul> <div class="admonition important"> <p class="admonition-title">Important</p> <p>Starting Neuron version 2.3, <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> package name is changed to <code class="docutils literal notranslate"><span class="pre">aws-neuronx-dkms</span></code>, see <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html#neuron2-intro"><span class="std std-ref">Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)</span></a></p> </div> </div> </div> <div class="section" id="application-unexpected-behavior-when-upgrading-to-release-neuron-1-16-0-or-newer"> <h3><a class="toc-backref" href="#id23">Application unexpected behavior when upgrading to release <em>Neuron 1.16.0</em> or newer</a><a class="headerlink" href="#application-unexpected-behavior-when-upgrading-to-release-neuron-1-16-0-or-newer" title="Permalink to this headline">#</a></h3> <div class="section" id="id3"> <h4>Description<a class="headerlink" href="#id3" title="Permalink to this headline">#</a></h4> <p>When upgrading to release <em>Neuron 1.16.0</em> or newer from previous releases, the OS may include two different versions of <em>Neuron Runtime</em>: the <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code> shared library and <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> daemon. This can happen if the user didn’t stop <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> daemon or didn’t make sure to uninstall the existing Neuron version before upgrade. In this case the user application may behave unexpectedly.</p> </div> <div class="section" id="id4"> <h4>Solution<a class="headerlink" href="#id4" title="Permalink to this headline">#</a></h4> <p>If the OS includes two different versions of <em>Neuron Runtime</em>, <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code> shared library and <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> daemon:</p> <blockquote> <div><ul class="simple"> <li><p>Before running applications that use <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code>, restart <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> by calling <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">systemctl</span> <span class="pre">restart</span> <span class="pre">neuron-rtd</span></code>.</p></li> <li><p>Before running applications linked with <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>, stop <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> by calling <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">systemctl</span> <span class="pre">stop</span> <span class="pre">neuron-rtd</span></code>.</p></li> </ul> </div></blockquote> </div> </div> <div class="section" id="application-unexpected-behavior-when-downgrading-to-releases-before-neuron-1-6-0-from-neuron-1-16-0-or-newer"> <h3><a class="toc-backref" href="#id24">Application unexpected behavior when downgrading to releases before <em>Neuron 1.6.0</em> (from <em>Neuron 1.16.0</em> or newer)</a><a class="headerlink" href="#application-unexpected-behavior-when-downgrading-to-releases-before-neuron-1-6-0-from-neuron-1-16-0-or-newer" title="Permalink to this headline">#</a></h3> <div class="section" id="id5"> <h4>Description<a class="headerlink" href="#id5" title="Permalink to this headline">#</a></h4> <p>When upgrading to release <em>Neuron 1.16.0</em> or newer from previous releases, and then downgrading back to releases before <em>Neuron 1.6.0</em>, the OS may include two different versions of <em>Neuron Runtime</em>: the <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code> shared library and <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> daemon. This can happen if the user didn’t make sure to uninstall the existing Neuron version before upgrade or downgrade. In this case the user application may behave unexpectedly.</p> </div> <div class="section" id="id6"> <h4>Solution<a class="headerlink" href="#id6" title="Permalink to this headline">#</a></h4> <p>If the OS include two different versions of <em>Neuron Runtime</em>, <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code> shared library and <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> daemon:</p> <blockquote> <div><ul class="simple"> <li><p>Before running applications that use <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code>, restart <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> by calling <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">systemctl</span> <span class="pre">restart</span> <span class="pre">neuron-rtd</span></code>.</p></li> <li><p>Before running applications linked with <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>, stop <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> by calling <code class="docutils literal notranslate"><span class="pre">sudo</span> <span class="pre">systemctl</span> <span class="pre">stop</span> <span class="pre">neuron-rtd</span></code>.</p></li> </ul> </div></blockquote> </div> </div> <div class="section" id="neuron-core-is-in-use"> <h3><a class="toc-backref" href="#id25">Neuron Core is in use</a><a class="headerlink" href="#neuron-core-is-in-use" title="Permalink to this headline">#</a></h3> <div class="section" id="id7"> <h4>Description<a class="headerlink" href="#id7" title="Permalink to this headline">#</a></h4> <p>A Neuron Core can’t be shared between two applications. If an application started using a Neuron Core all other applications trying to use the NeuronCore would fail during runtime initialization with the following message in the console and in syslog:</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>ERROR<span class="w"> </span>NRT:nrt_allocate_neuron_cores<span class="w"> </span>NeuronCore<span class="o">(</span>s<span class="o">)</span><span class="w"> </span>not<span class="w"> </span>available<span class="w"> </span>-<span class="w"> </span>Requested:nc1-nc1<span class="w"> </span>Available:0 </pre></div> </div> </div> <div class="section" id="id8"> <h4>Solution<a class="headerlink" href="#id8" title="Permalink to this headline">#</a></h4> <p>Terminate the the process using NeuronCore and then try launching the application again.</p> </div> </div> </div> <div class="section" id="frequently-asked-questions-faq"> <h2><a class="toc-backref" href="#id26">Frequently Asked Questions (FAQ)</a><a class="headerlink" href="#frequently-asked-questions-faq" title="Permalink to this headline">#</a></h2> <div class="section" id="do-i-need-to-recompile-my-model-to-run-it-with-neuron-runtime-2-x-libnrt-so"> <h3><a class="toc-backref" href="#id27">Do I need to recompile my model to run it with Neuron Runtime 2.x (<code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>)?</a><a class="headerlink" href="#do-i-need-to-recompile-my-model-to-run-it-with-neuron-runtime-2-x-libnrt-so" title="Permalink to this headline">#</a></h3> <p>No.</p> </div> <div class="section" id="do-i-need-to-change-my-application-launch-command"> <h3><a class="toc-backref" href="#id28">Do I need to change my application launch command?</a><a class="headerlink" href="#do-i-need-to-change-my-application-launch-command" title="Permalink to this headline">#</a></h3> <p>No.</p> </div> <div class="section" id="can-libnrt-so-and-neuron-rtd-co-exist-in-the-same-environment"> <h3><a class="toc-backref" href="#id29">Can <code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code> and <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> co-exist in the same environment?</a><a class="headerlink" href="#can-libnrt-so-and-neuron-rtd-co-exist-in-the-same-environment" title="Permalink to this headline">#</a></h3> <p>Although we recommend upgrading to the latest Neuron release, we understand that for a transition period you may continue using <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> for old releases. If you are using Neuron Framework (PyTorch,TensorFlow or MXNet) from releases before <em>Neuron 1.16.0</em>:</p> <ul class="simple"> <li><p>Install the latest Neuron Driver (<code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code>)</p></li> </ul> <div class="admonition important"> <p class="admonition-title">Important</p> <p>Starting Neuron version 2.3, <code class="docutils literal notranslate"><span class="pre">aws-neuron-dkms</span></code> package name is changed to <code class="docutils literal notranslate"><span class="pre">aws-neuronx-dkms</span></code>, see <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html#neuron2-intro"><span class="std std-ref">Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)</span></a></p> </div> <ul class="simple"> <li><p>For development, we recommend using different environments for Neuron Framework (PyTorch,TensorFlow or MXNet) from releases before <em>Neuron 1.16.0</em> and for Neuron Framework (PyTorch,TensorFlow or MXNet) from <em>Neuron 1.16.0</em> and newer, if that is not possible, please make sure to stop <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> before executing models using Neuron Framework (PyTorch,TensorFlow or MXNet) from <em>Neuron 1.16.0</em> and newer.</p></li> <li><p>For deployment, when you are ready to upgrade, please upgrade to Neuron Framework (PyTorch,TensorFlow or MXNet) from <em>Neuron 1.16.0</em> and newer. see <a class="reference internal" href="#neuron-migrating-apps-neuron-to-libnrt"><span class="std std-ref">Migrate your application to Neuron Runtime 2.x (libnrt.so)</span></a> for more information.</p></li> </ul> <div class="admonition warning"> <p class="admonition-title">Warning</p> <p>Executing models using Neuron Framework (PyTorch,TensorFlow or MXNet) from <em>Neuron 1.16.0</em> and newer in an environment where <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> is running may cause undefined behavior. Please make sure to stop <code class="docutils literal notranslate"><span class="pre">neuron-rtd</span></code> before executing models using Neuron Framework (PyTorch,TensorFlow or MXNet) from <em>Neuron 1.16.0</em> and newer.</p> </div> </div> <div class="section" id="are-there-neuron-framework-versions-that-will-not-support-neuron-runtime-2-x-libnrt-so"> <h3><a class="toc-backref" href="#id30">Are there Neuron framework versions that will not support Neuron Runtime 2.x (<code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>)?</a><a class="headerlink" href="#are-there-neuron-framework-versions-that-will-not-support-neuron-runtime-2-x-libnrt-so" title="Permalink to this headline">#</a></h3> <p>All supported PyTorch Neuron and TensorFlow framework extensions in addition to Neuron MXnet 1.8.0 framework extensions support Neuron Runtime 2.x.</p> <p>Neuron MxNet 1.5.1 does not support Neuron Runtime 2.x (<code class="docutils literal notranslate"><span class="pre">libnrt.so</span></code>) and has now entered maintenance mode. Please see <a class="reference internal" href="../../announcements/neuron1.x/announcements.html#maintenance-mxnet-1-5"><span class="std std-ref">10/27/2021 - Neuron support for Apache MXNet 1.5 enters maintenance mode</span></a> for details.</p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../../announcements/neuron2.x/neuron2-intro.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)</p> </div> </a> <a class="right-next" id="next-link" href="../perf/neuron-cc/performance-tuning.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Performance Tuning</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:21.812Z
Neuron Application Notes — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/appnotes/index.html
# Neuron Application Notes — AWS Neuron Documentation next Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Neuron Application Notes — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../_static/pygments.css"> <link rel="stylesheet" href="../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script> <script src="../../_static/jquery.js"></script> <script src="../../_static/underscore.js"></script> <script src="../../_static/doctools.js"></script> <script src="../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../_static/contentui.js"></script> <script src="../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../genindex.html"> <link rel="search" title="Search" href="../../search.html"> <link rel="next" title="Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)" href="../announcements/neuron2.x/neuron2-intro.html"> <link rel="prev" title="Neuron Dynamic Shapes" href="../arch/neuron-features/dynamic-shapes.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/appnotes/index", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="current reference internal" href="#"> Application Notes </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/appnotes/index.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/appnotes/index.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/appnotes/index.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/appnotes/index.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/appnotes/index.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/appnotes/index.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/appnotes/index.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/appnotes/index.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/appnotes/index.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/appnotes/index.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/appnotes/index.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/appnotes/index.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/appnotes/index.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/appnotes/index.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/appnotes/index.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/appnotes/index.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/appnotes/index.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/appnotes/index.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/appnotes/index.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/appnotes/index.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/appnotes/index.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/appnotes/index.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/appnotes/index.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/appnotes/index.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/appnotes/index.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/appnotes/index.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/appnotes/index.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/appnotes/index.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/appnotes/index.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/appnotes/index.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/appnotes/index.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/appnotes/index.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/appnotes/index.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../_sources/general/appnotes/index.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Neuron Application Notes</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="neuron-application-notes"> <span id="neuron-appnotes"></span><span id="neuron-appnotes-index"></span><h1>Neuron Application Notes<a class="headerlink" href="#neuron-application-notes" title="Permalink to this headline">#</a></h1> <details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-med"> Neuron 2.x<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="toctree-wrapper compound"> <ul> <li class="toctree-l1"><a class="reference internal" href="../announcements/neuron2.x/neuron2-intro.html">Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)</a></li> </ul> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-med"> Neuron Runtime library<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="toctree-wrapper compound"> <ul> <li class="toctree-l1"><a class="reference internal" href="neuron1x/introducing-libnrt.html">Introducing Neuron Runtime 2.x (libnrt.so)</a></li> </ul> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-med"> Performance (Inf1)<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="toctree-wrapper compound"> <ul> <li class="toctree-l1"><a class="reference internal" href="perf/neuron-cc/performance-tuning.html">Performance Tuning</a></li> <li class="toctree-l1"><a class="reference internal" href="perf/neuron-cc/parallel-ncgs.html">Parallel Execution using NEURON_RT_NUM_CORES</a></li> </ul> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-med"> PyTorch Neuron (torch-neuron)<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="toctree-wrapper compound"> <ul> <li class="toctree-l1"><a class="reference internal" href="torch-neuron/rcnn-app-note.html">Running R-CNNs on Inf1</a></li> </ul> </div> </div> </details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in"> <summary class="sd-summary-title sd-card-header sphinx-design-class-title-med"> Transformers Neuron (transformers-neuronx)<div class="sd-summary-down docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div> <div class="sd-summary-up docutils"> <svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div> </summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils"> <div class="toctree-wrapper compound"> <ul> <li class="toctree-l1"><a class="reference internal" href="transformers-neuronx/generative-llm-inference-with-neuron.html">Generative LLM inference with Neuron</a></li> </ul> </div> </div> </details><p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../arch/neuron-features/dynamic-shapes.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Neuron Dynamic Shapes</p> </div> </a> <a class="right-next" id="next-link" href="../announcements/neuron2.x/neuron2-intro.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:22.240Z
Performance Tuning — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/appnotes/perf/neuron-cc/performance-tuning.html
# Performance Tuning — AWS Neuron Documentation _This document is relevant for_: `Inf1` ## Performance Tuning[#](#performance-tuning "Permalink to this headline") This guide is intended to provide the reader with an in-depth understanding on how to optimize neural network performance on Inferentia for both throughput and latency. For simplicity, the guide uses TensorFlow and ResNet-50 model as a teaching example to learn how choosing between different compile-time optimizations (e.g. Batching and NeuronCore Pipeline), as well as model-serving optimizations (e.g. multi-threading and dynamic-batching) improves inference performance. The following guides are considered prerequisites for this tutorial: - [Running ResNet50 on Inferentia](../../../../src/examples/tensorflow/tensorflow_resnet50/resnet50.html) - tensorflow-serving-neurocore-group - [Neuron Batching](../../../arch/neuron-features/neuroncore-batching.html#neuron-batching) - [NeuronCore Pipeline](../../../arch/neuron-features/neuroncore-pipeline.html#neuroncore-pipeline) ## Batching and pipelining (technical background)[#](#batching-and-pipelining-technical-background "Permalink to this headline") Neuron provides developers with various performance optimization features. Two of the most widely used features are batching and pipelining. Both techniques aim to keep the data close to the compute engines, but achieve this data locality in different ways. In batching it is achieved by loading the data into an on-chip cache and reusing it multiple times for multiple different model-inputs, while in pipelining this is achieved by caching all model parameters into the on-chip cache across multiple NeuronCores and streaming the calculation across them. As a general rule of thumb, batching is preferred for applications that aim to optimize throughput and cost at the expense of latency, while pipelining is preferred for applications with high-throughput requirement under a strict latency budget. ## Compiling for batching optimization[#](#compiling-for-batching-optimization "Permalink to this headline") To enable the batching optimization, we first need to compile the model for a target batch-size. This is done by specifying the batch size in the input tensor’s batch dimension during compilation. Users are encouraged to evaluate multiple batch sizes in order to determine the optimal latency/throughput deployment-point, which is application dependent. For example, the code snippet below enables batching on a ResNet50 model, with a batch-size of 5: ``` import numpy as np import tensorflow.neuron as tfn # To change the batch size, change the first dimension in example_input batch_size = 5 example_input = np.zeros([batch_size,224,224,3], dtype='float16') tfn.saved_model.compile("rn50_fp16", "rn50_fp16_compiled/1", model_feed_dict={'input_1:0': example_input }, dynamic_batch_size=True) ``` Note Depending on the neural network size, Neuron will have a maximum batch size that works optimally on Inferentia. If an unsupported batch size is used, an internal compiler error message will be displayed. A simple way to explore optimal batch size for your specific model is to increment the batch size from 1 upward, one at a time, and test application performance. ## Compiling for pipeline optimization[#](#compiling-for-pipeline-optimization "Permalink to this headline") With NeuronCore Pipeline mode, Neuron stores the model parameters onto the Inferentias’ local caches, and streams the inference requests across the available NeuronCores, as specified by the `--neuroncore-pipeline-cores` compiler argument. For example, to compile the model to fit pipeline size of four Inferentia devices (16 NeuronCores) avaliable in the inf1.6xlarge instance size: ``` import numpy as np import tensorflow.neuron as tfn compiler_args = ['--neuroncore-pipeline-cores', '16'] example_input = np.zeros([1,224,224,3], dtype='float16') tfn.saved_model.compile("rn50_fp16", "rn50_fp16_compiled/1", model_feed_dict={'input_1:0': example_input }, compiler_args=compiler_args) ``` The minimum number of NeuronCores needed to run a compiled model can be found using Neuron Check Model tool. Please see [Neuron Check Model](../../../../tools/helper-tools/tutorial-neuron-check-model.html#neuron-check-model). ## Model-serving inference optimizations[#](#model-serving-inference-optimizations "Permalink to this headline") In order to fully realize the maximum throughput of the compiled model (for either batching and pipelining), users need to launch multiple host CPU threads to feed inputs into the Neuron pipeline. The number of threads need to be larger than the specified maximum number of NeuronCores. Additionally, dynamic batching can be used to process a larger client-side inference batch-size and the framework automatically breaks up the user-batch into smaller batch sizes to match the compiled batch-size. This technique increases the achievable throughput by hiding the framework-to-neuron overhead, and amortizing it over a larger batch size. To use dynamic batching, set the argument `--dynamic_batch_size=True` during compilation and send larger inference batch size (user inference batch size) that is equal to a multiple of the compiled batch size. Both of methods can be applied together if that shows improvement in performance. However, multi-threading is always needed as a first step to achieve high throughput. You may need to experiment in order to find the right optimization settings for your application. By default, the framework sets the number of outstanding inference requests to the total number of NeuronCores plus three. This can be changed by setting the NEURON\_MAX\_NUM\_INFERS environment variable. For example, if the compiled model includes some CPU partitions (as when Neuron compiler decided some operations are more efficient to execute on CPU), the number of threads should be increased to account for the additional compute performed on the CPU. Note that the available instance host memory size should be taken into consideration to avoid out-of-memory errors. As above, you need to experiment in order to find the right optimization settings for your application. Note By default the framework allocates NeuronCore Group size to match the size of the compiled model. The size of the model is the number of NeuronCores limit passed to compiler during compilation (`--neuroncore-pipeline-cores` option). For more information see tensorflow-serving-neurocore-group. ## Other considerations[#](#other-considerations "Permalink to this headline") ### Operator support[#](#operator-support "Permalink to this headline") The Neuron Compiler maintains an evolving list of supported operators for each framework: [Neuron Supported operators](../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html#neuron-supported-operators) AWS Neuron handles unsupported operators by partitioning the graph into subgraph, and executing them on different targets (e.g. NeuronCore partition, CPU partition). If the entire model can run on Inferentia (i.e. all operators are supported), then the model will be compiled into a single subgraph which will be executed by a NeuronCore Group.
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Performance Tuning — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css"> <link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script> <script src="../../../../_static/jquery.js"></script> <script src="../../../../_static/underscore.js"></script> <script src="../../../../_static/doctools.js"></script> <script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../../_static/contentui.js"></script> <script src="../../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../../genindex.html"> <link rel="search" title="Search" href="../../../../search.html"> <link rel="next" title="Parallel Execution using NEURON_RT_NUM_CORES" href="parallel-ncgs.html"> <link rel="prev" title="Introducing Neuron Runtime 2.x (libnrt.so)" href="../../neuron1x/introducing-libnrt.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/appnotes/perf/neuron-cc/performance-tuning", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../index.html"> Application Notes </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="../../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/appnotes/perf/neuron-cc/performance-tuning.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/appnotes/perf/neuron-cc/performance-tuning.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../../_sources/general/appnotes/perf/neuron-cc/performance-tuning.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#batching-and-pipelining-technical-background"> Batching and pipelining (technical background) </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#compiling-for-batching-optimization"> Compiling for batching optimization </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#compiling-for-pipeline-optimization"> Compiling for pipeline optimization </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#model-serving-inference-optimizations"> Model-serving inference optimizations </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#other-considerations"> Other considerations </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#mixed-precision"> Mixed Precision </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#operator-support"> Operator support </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#debug"> Debug </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#resnet-50-optimization-example"> ResNet-50 optimization example </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Performance Tuning</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#batching-and-pipelining-technical-background"> Batching and pipelining (technical background) </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#compiling-for-batching-optimization"> Compiling for batching optimization </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#compiling-for-pipeline-optimization"> Compiling for pipeline optimization </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#model-serving-inference-optimizations"> Model-serving inference optimizations </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#other-considerations"> Other considerations </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#mixed-precision"> Mixed Precision </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#operator-support"> Operator support </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#debug"> Debug </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#resnet-50-optimization-example"> ResNet-50 optimization example </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="performance-tuning"> <span id="appnote-performance-tuning"></span><h1>Performance Tuning<a class="headerlink" href="#performance-tuning" title="Permalink to this headline">#</a></h1> <div class="admonition important"> <p class="admonition-title">Important</p> <p>NeuronCore Groups (NCG) is deprecated, please see <a class="reference internal" href="../../../announcements/neuron1.x/announcements.html#eol-ncg"><span class="std std-ref">10/27/2021 - End of support for NeuronCore Groups (NCG)</span></a> and <a class="reference internal" href="../../neuron1x/introducing-libnrt.html#neuron-migrating-apps-neuron-to-libnrt"><span class="std std-ref">Migrate your application to Neuron Runtime 2.x (libnrt.so)</span></a> for more details.</p> </div> <p>This guide is intended to provide the reader with an in-depth understanding on how to optimize neural network performance on Inferentia for both throughput and latency. For simplicity, the guide uses TensorFlow and ResNet-50 model as a teaching example to learn how choosing between different compile-time optimizations (e.g. Batching and NeuronCore Pipeline), as well as model-serving optimizations (e.g. multi-threading and dynamic-batching) improves inference performance.</p> <p>The following guides are considered prerequisites for this tutorial:</p> <ul class="simple"> <li><p><a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow_resnet50/resnet50.html"><span class="std std-ref">Running ResNet50 on Inferentia</span></a></p></li> <li><p><span class="xref std std-ref">tensorflow-serving-neurocore-group</span></p></li> <li><p><a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html#neuron-batching"><span class="std std-ref">Neuron Batching</span></a></p></li> <li><p><a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html#neuroncore-pipeline"><span class="std std-ref">NeuronCore Pipeline</span></a></p></li> </ul> <div class="section" id="batching-and-pipelining-technical-background"> <h2>Batching and pipelining (technical background)<a class="headerlink" href="#batching-and-pipelining-technical-background" title="Permalink to this headline">#</a></h2> <p>Neuron provides developers with various performance optimization features.</p> <p>Two of the most widely used features are batching and pipelining. Both techniques aim to keep the data close to the compute engines, but achieve this data locality in different ways. In batching it is achieved by loading the data into an on-chip cache and reusing it multiple times for multiple different model-inputs, while in pipelining this is achieved by caching all model parameters into the on-chip cache across multiple NeuronCores and streaming the calculation across them.</p> <p>As a general rule of thumb, batching is preferred for applications that aim to optimize throughput and cost at the expense of latency, while pipelining is preferred for applications with high-throughput requirement under a strict latency budget.</p> </div> <div class="section" id="compiling-for-batching-optimization"> <h2>Compiling for batching optimization<a class="headerlink" href="#compiling-for-batching-optimization" title="Permalink to this headline">#</a></h2> <p>To enable the batching optimization, we first need to compile the model for a target batch-size. This is done by specifying the batch size in the input tensor’s batch dimension during compilation. Users are encouraged to evaluate multiple batch sizes in order to determine the optimal latency/throughput deployment-point, which is application dependent.</p> <p>For example, the code snippet below enables batching on a ResNet50 model, with a batch-size of 5:</p> <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span> <span class="kn">import</span> <span class="nn">tensorflow.neuron</span> <span class="k">as</span> <span class="nn">tfn</span> <span class="c1"># To change the batch size, change the first dimension in example_input</span> <span class="n">batch_size</span> <span class="o">=</span> <span class="mi">5</span> <span class="n">example_input</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">([</span><span class="n">batch_size</span><span class="p">,</span><span class="mi">224</span><span class="p">,</span><span class="mi">224</span><span class="p">,</span><span class="mi">3</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">'float16'</span><span class="p">)</span> <span class="n">tfn</span><span class="o">.</span><span class="n">saved_model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="s2">"rn50_fp16"</span><span class="p">,</span> <span class="s2">"rn50_fp16_compiled/1"</span><span class="p">,</span> <span class="n">model_feed_dict</span><span class="o">=</span><span class="p">{</span><span class="s1">'input_1:0'</span><span class="p">:</span> <span class="n">example_input</span> <span class="p">},</span> <span class="n">dynamic_batch_size</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> </pre></div> </div> <div class="admonition note"> <p class="admonition-title">Note</p> <p>Depending on the neural network size, Neuron will have a maximum batch size that works optimally on Inferentia. If an unsupported batch size is used, an internal compiler error message will be displayed. A simple way to explore optimal batch size for your specific model is to increment the batch size from 1 upward, one at a time, and test application performance.</p> </div> </div> <div class="section" id="compiling-for-pipeline-optimization"> <h2>Compiling for pipeline optimization<a class="headerlink" href="#compiling-for-pipeline-optimization" title="Permalink to this headline">#</a></h2> <p>With NeuronCore Pipeline mode, Neuron stores the model parameters onto the Inferentias’ local caches, and streams the inference requests across the available NeuronCores, as specified by the <code class="docutils literal notranslate"><span class="pre">--neuroncore-pipeline-cores</span></code> compiler argument. For example, to compile the model to fit pipeline size of four Inferentia devices (16 NeuronCores) avaliable in the inf1.6xlarge instance size:</p> <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span> <span class="kn">import</span> <span class="nn">tensorflow.neuron</span> <span class="k">as</span> <span class="nn">tfn</span> <span class="n">compiler_args</span> <span class="o">=</span> <span class="p">[</span><span class="s1">'--neuroncore-pipeline-cores'</span><span class="p">,</span> <span class="s1">'16'</span><span class="p">]</span> <span class="n">example_input</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">224</span><span class="p">,</span><span class="mi">224</span><span class="p">,</span><span class="mi">3</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">'float16'</span><span class="p">)</span> <span class="n">tfn</span><span class="o">.</span><span class="n">saved_model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="s2">"rn50_fp16"</span><span class="p">,</span> <span class="s2">"rn50_fp16_compiled/1"</span><span class="p">,</span> <span class="n">model_feed_dict</span><span class="o">=</span><span class="p">{</span><span class="s1">'input_1:0'</span><span class="p">:</span> <span class="n">example_input</span> <span class="p">},</span> <span class="n">compiler_args</span><span class="o">=</span><span class="n">compiler_args</span><span class="p">)</span> </pre></div> </div> <p>The minimum number of NeuronCores needed to run a compiled model can be found using Neuron Check Model tool. Please see <a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html#neuron-check-model"><span class="std std-ref">Neuron Check Model</span></a>.</p> </div> <div class="section" id="model-serving-inference-optimizations"> <h2>Model-serving inference optimizations<a class="headerlink" href="#model-serving-inference-optimizations" title="Permalink to this headline">#</a></h2> <p>In order to fully realize the maximum throughput of the compiled model (for either batching and pipelining), users need to launch multiple host CPU threads to feed inputs into the Neuron pipeline. The number of threads need to be larger than the specified maximum number of NeuronCores.</p> <p>Additionally, dynamic batching can be used to process a larger client-side inference batch-size and the framework automatically breaks up the user-batch into smaller batch sizes to match the compiled batch-size. This technique increases the achievable throughput by hiding the framework-to-neuron overhead, and amortizing it over a larger batch size. To use dynamic batching, set the argument <code class="docutils literal notranslate"><span class="pre">--dynamic_batch_size=True</span></code> during compilation and send larger inference batch size (user inference batch size) that is equal to a multiple of the compiled batch size.</p> <p>Both of methods can be applied together if that shows improvement in performance. However, multi-threading is always needed as a first step to achieve high throughput. You may need to experiment in order to find the right optimization settings for your application.</p> <p>By default, the framework sets the number of outstanding inference requests to the total number of NeuronCores plus three. This can be changed by setting the NEURON_MAX_NUM_INFERS environment variable. For example, if the compiled model includes some CPU partitions (as when Neuron compiler decided some operations are more efficient to execute on CPU), the number of threads should be increased to account for the additional compute performed on the CPU. Note that the available instance host memory size should be taken into consideration to avoid out-of-memory errors. As above, you need to experiment in order to find the right optimization settings for your application.</p> <div class="admonition note"> <p class="admonition-title">Note</p> <p>By default the framework allocates NeuronCore Group size to match the size of the compiled model. The size of the model is the number of NeuronCores limit passed to compiler during compilation (<code class="docutils literal notranslate"><span class="pre">--neuroncore-pipeline-cores</span></code> option). For more information see <span class="xref std std-ref">tensorflow-serving-neurocore-group</span>.</p> </div> </div> <div class="section" id="other-considerations"> <h2>Other considerations<a class="headerlink" href="#other-considerations" title="Permalink to this headline">#</a></h2> <div class="section" id="mixed-precision"> <h3>Mixed Precision<a class="headerlink" href="#mixed-precision" title="Permalink to this headline">#</a></h3> <p>You can find more defails about performance and accuracy trade offs in <a class="reference internal" href="../../neuron-cc/mixed-precision.html#neuron-cc-training-mixed-precision"><span class="std std-ref">Mixed precision and performance-accuracy tuning (neuron-cc)</span></a>.</p> </div> <div class="section" id="operator-support"> <h3>Operator support<a class="headerlink" href="#operator-support" title="Permalink to this headline">#</a></h3> <p>The Neuron Compiler maintains an evolving list of supported operators for each framework: <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html#neuron-supported-operators"><span class="std std-ref">Neuron Supported operators</span></a></p> <p>AWS Neuron handles unsupported operators by partitioning the graph into subgraph, and executing them on different targets (e.g. NeuronCore partition, CPU partition). If the entire model can run on Inferentia (i.e. all operators are supported), then the model will be compiled into a single subgraph which will be executed by a NeuronCore Group.</p> </div> <div class="section" id="debug"> <h3>Debug<a class="headerlink" href="#debug" title="Permalink to this headline">#</a></h3> <p>You can examine the post-compiled model to view the compilation results using the Neuron plugin for TensorBoard. See <a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html#tensorboard-plugin-visualize-graph"><span class="std std-ref">Visualize graphs executed on Neuron</span></a>.</p> </div> </div> <div class="section" id="resnet-50-optimization-example"> <h2>ResNet-50 optimization example<a class="headerlink" href="#resnet-50-optimization-example" title="Permalink to this headline">#</a></h2> <p>For an example demonstrating the concepts described here, see <a class="reference internal" href="../../../../src/examples/tensorflow/keras_resnet50/keras_resnet50.html"><span class="std std-ref">Tensorflow ResNet 50 Optimization Tutorial</span></a></p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../../neuron1x/introducing-libnrt.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Introducing Neuron Runtime 2.x (libnrt.so)</p> </div> </a> <a class="right-next" id="next-link" href="parallel-ncgs.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Parallel Execution using NEURON_RT_NUM_CORES</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:22.319Z
Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/neuron2-intro.html
# Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) — AWS Neuron Documentation ## Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)[#](#introducing-first-release-of-neuron-2-x-enabling-ec2-trn1-general-availability-ga "Permalink to this headline") Neuron release 2.3 is the first release of Neuron 2.x, and which enables GA of the new EC2 Trn1 instances. Neuron release 2.3 extends latest release of Neuron 1.x (Neuron 1.19.2) to add support for deep-learning training on the AWS Trainium chips. Starting with Neuron release 2.3, developers can run deep learning training workloads on Trn1 instances to save training costs by up to 50% over equivalent GPU-based EC2 instances, while getting the highest training performance in AWS cloud for popular NLP models. Neuron 2.x introduces the new capabilities and major architectural updates to support training neural-networks with the Trn1 instances. In addition, starting with this release, Neuron introduces new packages, renames several packages, and updates Neuron installation and update instructions. This release also ends the support for Neuron Runtime 1.x.
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Introducing Neuron Runtime 2.x (libnrt.so)" href="../../appnotes/neuron1x/introducing-libnrt.html"> <link rel="prev" title="Neuron Application Notes" href="../../appnotes/index.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/announcements/neuron2.x/neuron2-intro", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/neuron2.x/neuron2-intro.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/announcements/neuron2.x/neuron2-intro.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/announcements/neuron2.x/neuron2-intro.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/announcements/neuron2.x/neuron2-intro.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/announcements/neuron2.x/neuron2-intro.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/announcements/neuron2.x/neuron2-intro.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/announcements/neuron2.x/neuron2-intro.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/announcements/neuron2.x/neuron2-intro.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/announcements/neuron2.x/neuron2-intro.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/announcements/neuron2.x/neuron2-intro.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/announcements/neuron2.x/neuron2-intro.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/announcements/neuron2.x/neuron2-intro.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/announcements/neuron2.x/neuron2-intro.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/announcements/neuron2.x/neuron2-intro.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/announcements/neuron2.x/neuron2-intro.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/announcements/neuron2.x/neuron2-intro.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/announcements/neuron2.x/neuron2-intro.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/announcements/neuron2.x/neuron2-intro.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/announcements/neuron2.x/neuron2-intro.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/announcements/neuron2.x/neuron2-intro.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/announcements/neuron2.x/neuron2-intro.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/announcements/neuron2.x/neuron2-intro.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/announcements/neuron2.x/neuron2-intro.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/announcements/neuron2.x/neuron2-intro.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/announcements/neuron2.x/neuron2-intro.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/announcements/neuron2.x/neuron2-intro.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/announcements/neuron2.x/neuron2-intro.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/announcements/neuron2.x/neuron2-intro.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/announcements/neuron2.x/neuron2-intro.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/announcements/neuron2.x/neuron2-intro.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/announcements/neuron2.x/neuron2-intro.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/announcements/neuron2.x/neuron2-intro.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/announcements/neuron2.x/neuron2-intro.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/announcements/neuron2.x/neuron2-intro.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#more-about-the-release"> More about the release </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#more-about-the-release"> More about the release </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="introducing-first-release-of-neuron-2-x-enabling-ec2-trn1-general-availability-ga"> <span id="neuron2-intro"></span><h1>Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA)<a class="headerlink" href="#introducing-first-release-of-neuron-2-x-enabling-ec2-trn1-general-availability-ga" title="Permalink to this headline">#</a></h1> <p><span class="xref std std-ref">Neuron release 2.3</span> is the first release of Neuron 2.x, and which enables GA of the new EC2 Trn1 instances. Neuron release 2.3 extends latest release of Neuron 1.x (Neuron 1.19.2) to add support for deep-learning training on the AWS Trainium chips.</p> <p>Starting with <span class="xref std std-ref">Neuron release 2.3</span>, developers can run deep learning training workloads on Trn1 instances to save training costs by up to 50% over equivalent GPU-based EC2 instances, while getting the highest training performance in AWS cloud for popular NLP models. Neuron 2.x introduces the new capabilities and major architectural updates to support training neural-networks with the Trn1 instances.</p> <p>In addition, starting with this release, Neuron introduces new packages, renames several packages, and updates Neuron installation and update instructions. This release also ends the support for Neuron Runtime 1.x.</p> <div class="section" id="more-about-the-release"> <h2>More about the release<a class="headerlink" href="#more-about-the-release" title="Permalink to this headline">#</a></h2> <table class="colwidths-auto table-smaller-font-size table"> <tbody> <tr class="row-odd"><td><p>What’s New</p></td> <td><ul class="simple"> <li><p><span class="xref std std-ref">rn2.3.0_new</span></p></li> <li><p><a class="reference internal" href="neuron230-packages-changes.html#neuron-packages-changes"><span class="std std-ref">Introducing Packaging and installation changes</span></a></p></li> <li><p><a class="reference internal" href="github-changes.html#announce-aws-neuron-github-org"><span class="std std-ref">Introducing New Neuron GitHub Repositories</span></a></p></li> <li><p><a class="reference internal" href="neuron-rtd-eol.html#announce-neuron-rtd-eol"><span class="std std-ref">Announcing Neuron Runtime 1.x (neuron-rtd) end-of-support</span></a></p></li> </ul> </td> </tr> <tr class="row-even"><td><p>Get started with Neuron</p></td> <td><ul class="simple"> <li><p><a class="reference internal" href="../../quick-start/torch-neuron.html#torch-quick-start"><span class="std std-ref">Get Started with PyTorch Neuron</span></a></p></li> <li><p><a class="reference internal" href="../../quick-start/docs-quicklinks.html#docs-quick-links"><span class="std std-ref">Neuron Quick Links</span></a></p></li> </ul> </td> </tr> <tr class="row-odd"><td><p>Tested workloads and known issues</p></td> <td><ul class="simple"> <li><p><span class="xref std std-ref">rn2.3.0_tested</span></p></li> <li><p><span class="xref std std-ref">rn2.3.0-known-issues</span></p></li> </ul> </td> </tr> <tr class="row-even"><td><p>Frequently Asked Questions (FAQ)</p></td> <td><ul class="simple"> <li><p><a class="reference internal" href="../../faq/neuron2-intro-faq.html#neuron2-intro-faq"><span class="std std-ref">Neuron 2.x Introduction at Trn1 GA - FAQ</span></a></p></li> <li><p><a class="reference internal" href="../../faq/training/neuron-training.html#neuron-training-faq"><span class="std std-ref">Training with Neuron - FAQ</span></a></p></li> </ul> </td> </tr> <tr class="row-odd"><td><p>Troubleshooting</p></td> <td><ul class="simple"> <li><p><a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html#pytorch-neuron-traning-troubleshooting"><span class="std std-ref">PyTorch Neuron Troubleshooting on Trn1</span></a></p></li> <li><p><a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html#nrt-troubleshooting"><span class="std std-ref">Neuron Runtime Troubleshooting on Inf1 and Trn1</span></a></p></li> </ul> </td> </tr> <tr class="row-even"><td><p>Neuron architecture and features</p></td> <td><ul class="simple"> <li><p><a class="reference internal" href="../../arch/index.html#neuron-architecture-index"><span class="std std-ref">Neuron Architecture</span></a></p></li> <li><p><a class="reference internal" href="../../arch/neuron-features/index.html#neuron-features-index"><span class="std std-ref">Neuron Features</span></a></p></li> </ul> </td> </tr> <tr class="row-odd"><td><p>Neuron Components release notes</p></td> <td><ul class="simple"> <li><p><a class="reference internal" href="../../../release-notes/index.html#components-rn"><span class="std std-ref">Neuron Components Release Notes</span></a></p></li> </ul> </td> </tr> </tbody> </table> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../../appnotes/index.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Neuron Application Notes</p> </div> </a> <a class="right-next" id="next-link" href="../../appnotes/neuron1x/introducing-libnrt.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Introducing Neuron Runtime 2.x (libnrt.so)</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:22.596Z
Running R-CNNs on Inf1 — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/appnotes/torch-neuron/rcnn-app-note.html
# Running R-CNNs on Inf1 — AWS Neuron Documentation ``` import time import os import urllib.request from typing import Any, Union, Callable import cv2 import numpy as np from concurrent.futures import ThreadPoolExecutor import torch import torch_neuron from detectron2 import model_zoo from detectron2.engine import DefaultPredictor from detectron2.config import get_cfg from detectron2.modeling.meta_arch.rcnn import GeneralizedRCNN # ----------------------------------------------------------------------------- # Helper functions # ----------------------------------------------------------------------------- def get_model(): # Configure the R-CNN model CONFIG_FILE = "COCO-Detection/faster_rcnn_R_101_FPN_3x.yaml" WEIGHTS_FILE = "COCO-Detection/faster_rcnn_R_101_FPN_3x.yaml" cfg = get_cfg() cfg.merge_from_file(model_zoo.get_config_file(CONFIG_FILE)) cfg.MODEL.WEIGHTS = model_zoo.get_checkpoint_url(WEIGHTS_FILE) cfg.MODEL.ROI_HEADS.SCORE_THRESH_TEST = 0.5 cfg.MODEL.DEVICE = 'cpu' # Send to CPU for Neuron Tracing # Create the R-CNN predictor wrapper predictor = DefaultPredictor(cfg) return predictor def get_image(): # Get a sample image filename = 'input.jpg' if not os.path.exists(filename): url = "http://images.cocodataset.org/val2017/000000439715.jpg" urllib.request.urlretrieve(url, filename) return filename def preprocess(original_image, predictor): """ A basic preprocessing function that sets the input height=800 and input width=800. The function is derived from the preprocessing steps in the Detectron2 `DefaultPredictor` module. """ height, width = original_image.shape[:2] resize_func = predictor.aug.get_transform(original_image) resize_func.new_h = 800 # Override height resize_func.new_w = 800 # Override width image = resize_func.apply_image(original_image) image = torch.as_tensor(image.astype("float32").transpose(2, 0, 1)) inputs = {"image": image, "height": height, "width": width} return inputs # ----------------------------------------------------------------------------- # Neuron modules # ----------------------------------------------------------------------------- class NeuronFusedBackboneRPNHead(torch.nn.Module): """ Wrapper to compile the fused ResNet backbone and RPN Head. """ def __init__(self, model: GeneralizedRCNN) -> None: super().__init__() self.backbone = model.backbone self.rpn_head = model.proposal_generator.rpn_head self.in_features = model.proposal_generator.in_features def forward(self, x): features = self.backbone(x) features_ = [features[f] for f in self.in_features] return self.rpn_head(features_), features class BackboneRPN(torch.nn.Module): """ Wrapper that uses the compiled `neuron_backbone_rpn` instead of the original backbone and RPN Head. We copy the remainder of the RPN `forward` code (`predictor.model.proposal_generator.forward`) to create a "fused" backbone + RPN module. """ def __init__(self, model: GeneralizedRCNN) -> None: super().__init__() self.backbone_rpn_head = NeuronFusedBackboneRPNHead(model) self._rpn = model.proposal_generator self.in_features = model.proposal_generator.in_features def forward(self, images): preds, features = self.backbone_rpn_head(images.tensor) features_ = [features[f] for f in self.in_features] pred_objectness_logits, pred_anchor_deltas = preds anchors = self._rpn.anchor_generator(features_) # Transpose the Hi*Wi*A dimension to the middle: pred_objectness_logits = [ # (N, A, Hi, Wi) -> (N, Hi, Wi, A) -> (N, Hi*Wi*A) score.permute(0, 2, 3, 1).flatten(1) for score in pred_objectness_logits ] pred_anchor_deltas = [ # (N, A*B, Hi, Wi) -> (N, A, B, Hi, Wi) -> (N, Hi, Wi, A, B) -> (N, Hi*Wi*A, B) x.view(x.shape[0], -1, self._rpn.anchor_generator.box_dim, x.shape[-2], x.shape[-1]) .permute(0, 3, 4, 1, 2) .flatten(1, -2) for x in pred_anchor_deltas ] proposals = self._rpn.predict_proposals( anchors, pred_objectness_logits, pred_anchor_deltas, images.image_sizes ) return proposals, features class NeuronBoxHeadBoxPredictor(torch.nn.Module): """ Wrapper that extracts the RoI Box Head and Box Predictor for compilation. """ def __init__(self, model: GeneralizedRCNN) -> None: super().__init__() self.roi_heads = model.roi_heads def forward(self, box_features): box_features = self.roi_heads.box_head(box_features) predictions = self.roi_heads.box_predictor(box_features) return predictions class ROIHead(torch.nn.Module): """ Wrapper that combines the compiled `roi_heads` into the rest of the RoI module. The `_forward_box` and `forward` functions are from the `predictor.model.roi_heads` module. """ def __init__(self, model: GeneralizedRCNN) -> None: super().__init__() self.roi_heads = model.roi_heads self.neuron_box_head_predictor = NeuronBoxHeadBoxPredictor(model) def _forward_box(self, features, proposals): features = [features[f] for f in self.roi_heads.box_in_features] box_features = self.roi_heads.box_pooler( features, [x.proposal_boxes for x in proposals]) predictions = self.neuron_box_head_predictor(box_features) pred_instances, _ = self.roi_heads.box_predictor.inference( predictions, proposals) return pred_instances def forward(self, images, features, proposals, targets=None): pred_instances = self._forward_box(features, proposals) pred_instances = self.roi_heads.forward_with_given_boxes( features, pred_instances) return pred_instances, {} class NeuronRCNN(torch.nn.Module): """ Wrapper that uses the fused backbone + RPN module and the optimized RoI Heads wrapper """ def __init__(self, model: GeneralizedRCNN) -> None: super().__init__() # Create fused Backbone + RPN self.backbone_rpn = BackboneRPN(model) # Create Neuron RoI Head self.roi_heads = ROIHead(model) # Define pre and post-processing functions self.preprocess_image = model.preprocess_image self._postprocess = model._postprocess def forward(self, batched_inputs): images = self.preprocess_image(batched_inputs) proposals, features = self.backbone_rpn(images) results, _ = self.roi_heads(images, features, proposals, None) return self._postprocess(results, batched_inputs, images.image_sizes) # ----------------------------------------------------------------------------- # Compilation functions # ----------------------------------------------------------------------------- def compile( model: Union[Callable, torch.nn.Module], example_inputs: Any, filename: str, **kwargs ) -> torch.nn.Module: """ Compiles the model for Inf1 if it doesn't already exist and saves it as the provided filename. model: A module or function which defines a torch model or computation. example_inputs: An example set of inputs which will be passed to the `model` during compilation. filename: Name of the compiled model kwargs: Extra `torch_neuron.trace` kwargs """ if not os.path.exists(filename): with torch.no_grad(): compiled_model = torch_neuron.trace(model, example_inputs, **kwargs) torch.jit.save(compiled_model, filename) # ----------------------------------------------------------------------------- # Benchmarking function # ----------------------------------------------------------------------------- def benchmark(backbone_rpn_filename, roi_head_filename, inputs, n_models=4, batch_size=1, n_threads=4, iterations=200): """ A simple benchmarking function that loads `n_models` optimized models onto separate NeuronCores, runs multithreaded inference, and calculates the corresponding latency and throughput. """ # Load models models = list() for i in range(n_models): with torch_neuron.experimental.neuron_cores_context(i): # Create the RCNN with the fused backbone + RPN Head and compiled RoI Heads # Initialize an R-CNN on CPU predictor = get_model() # Create the Neuron R-CNN on CPU neuron_rcnn = NeuronRCNN(predictor.model) neuron_rcnn.eval() # Inject the Neuron compiled models neuron_rcnn.backbone_rpn.backbone_rpn_head = torch.jit.load(backbone_rpn_filename) neuron_rcnn.roi_heads.neuron_box_head_predictor = torch.jit.load(roi_head_filename) models.append(neuron_rcnn) # Warmup for _ in range(8): for model in models: model([inputs]) latencies = [] # Thread task def task(i): start = time.time() models[i]([inputs]) finish = time.time() latencies.append((finish - start) * 1000) begin = time.time() with ThreadPoolExecutor(max_workers=n_threads) as pool: for i in range(iterations): pool.submit(task, i % n_models) end = time.time() # Compute metrics boundaries = [50, 95, 99] names = [f'Latency P{i} (ms)' for i in boundaries] percentiles = np.percentile(latencies, boundaries) duration = end - begin # Display metrics results = { 'Samples': iterations, 'Batch Size': batch_size, 'Models': n_models, 'Threads': n_threads, 'Duration (s)': end - begin, 'Throughput (inf/s)': (batch_size * iterations) / duration, **dict(zip(names, percentiles)), } print('-' * 80) pad = max(map(len, results)) for key, value in results.items(): if isinstance(value, float): print(f'{key + ":" :<{pad + 1}} {value:0.3f}') else: print(f'{key + ":" :<{pad + 1}} {value}') print() if __name__ == "__main__": # Create and compile the combined backbone and RPN Head wrapper backbone_rpn_filename = 'backbone_rpn.pt' predictor = get_model() backbone_rpn_wrapper = NeuronFusedBackboneRPNHead(predictor.model) backbone_rpn_wrapper.eval() example = torch.rand([1, 3, 800, 800]) compile(backbone_rpn_wrapper, example, backbone_rpn_filename, strict=False) # Create and compile the RoI Head wrapper roi_head_filename = 'box_head_predictor.pt' predictor = get_model() box_head_predictor = NeuronBoxHeadBoxPredictor(predictor.model) box_head_predictor.eval() example = torch.rand([1000, 256, 7, 7]) compile(box_head_predictor, example, roi_head_filename) # Download a sample image from the COCO dataset and read it image_filename = get_image() image = cv2.imread(image_filename) inputs = preprocess(image, get_model()) # Benchmark the Neuron R-CNN model for various numbers of loaded models benchmark(backbone_rpn_filename, roi_head_filename, inputs, n_models=1, n_threads=1) benchmark(backbone_rpn_filename, roi_head_filename, inputs, n_models=1, n_threads=2) benchmark(backbone_rpn_filename, roi_head_filename, inputs, n_models=2, n_threads=2) benchmark(backbone_rpn_filename, roi_head_filename, inputs, n_models=2, n_threads=4) benchmark(backbone_rpn_filename, roi_head_filename, inputs, n_models=4, n_threads=4) benchmark(backbone_rpn_filename, roi_head_filename, inputs, n_models=4, n_threads=8) ```
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Running R-CNNs on Inf1 — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Generative LLM inference with Neuron" href="../transformers-neuronx/generative-llm-inference-with-neuron.html"> <link rel="prev" title="Parallel Execution using NEURON_RT_NUM_CORES" href="../perf/neuron-cc/parallel-ncgs.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/appnotes/torch-neuron/rcnn-app-note", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Application Notes </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/appnotes/torch-neuron/rcnn-app-note.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/appnotes/torch-neuron/rcnn-app-note.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/appnotes/torch-neuron/rcnn-app-note.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#r-cnn-model-overview"> R-CNN Model Overview </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#r-cnn-limitations-and-considerations-on-inferentia-neuroncore-v1"> R-CNN Limitations and Considerations on Inferentia (NeuronCore-v1) </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#requirements"> Requirements </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#installation"> Installation </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#compiling-an-r-cnn-for-inf1"> Compiling an R-CNN for Inf1 </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#create-a-detectron2-r-cnn-model"> Create a Detectron2 R-CNN Model </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#profile-the-model"> Profile the Model </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#compiling-the-resnet-backbone-to-inf1"> Compiling the ResNet backbone to Inf1 </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#optimize-the-r-cnn-model"> Optimize the R-CNN model </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#compiling-the-rpn"> Compiling the RPN </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#fusing-the-backbone-and-rpn-head"> Fusing the Backbone and RPN Head </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#compiling-the-roi-heads"> Compiling the RoI Heads </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#end-to-end-compilation-and-inference"> End-to-end Compilation and Inference </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#benchmarking"> Benchmarking </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#other-improvements"> Other improvements </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#for-latency-sensitive-applications"> For latency sensitive applications: </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#for-throughput-sensitive-applications"> For throughput sensitive applications: </a> </li> </ul> </li> </ul> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Running R-CNNs on Inf1</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#r-cnn-model-overview"> R-CNN Model Overview </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#r-cnn-limitations-and-considerations-on-inferentia-neuroncore-v1"> R-CNN Limitations and Considerations on Inferentia (NeuronCore-v1) </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#requirements"> Requirements </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#installation"> Installation </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#compiling-an-r-cnn-for-inf1"> Compiling an R-CNN for Inf1 </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#create-a-detectron2-r-cnn-model"> Create a Detectron2 R-CNN Model </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#profile-the-model"> Profile the Model </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#compiling-the-resnet-backbone-to-inf1"> Compiling the ResNet backbone to Inf1 </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#optimize-the-r-cnn-model"> Optimize the R-CNN model </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#compiling-the-rpn"> Compiling the RPN </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#fusing-the-backbone-and-rpn-head"> Fusing the Backbone and RPN Head </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#compiling-the-roi-heads"> Compiling the RoI Heads </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#end-to-end-compilation-and-inference"> End-to-end Compilation and Inference </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#benchmarking"> Benchmarking </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#other-improvements"> Other improvements </a> <ul class="nav section-nav flex-column"> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#for-latency-sensitive-applications"> For latency sensitive applications: </a> </li> <li class="toc-h4 nav-item toc-entry"> <a class="reference internal nav-link" href="#for-throughput-sensitive-applications"> For throughput sensitive applications: </a> </li> </ul> </li> </ul> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="running-r-cnns-on-inf1"> <span id="torch-neuron-r-cnn-app-note"></span><h1>Running R-CNNs on Inf1<a class="headerlink" href="#running-r-cnns-on-inf1" title="Permalink to this headline">#</a></h1> <p>This application note demonstrates how to compile and run <a class="reference external" href="https://github.com/facebookresearch/detectron2">Detectron2</a>-based R-CNNs on Inf1. It also provides guidance on how to use profiling to improve the performance of R-CNN models on Inf1.</p> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#r-cnn-model-overview" id="id1">R-CNN Model Overview</a></p> <ul> <li><p><a class="reference internal" href="#r-cnn-limitations-and-considerations-on-inferentia-neuroncore-v1" id="id2">R-CNN Limitations and Considerations on Inferentia (NeuronCore-v1)</a></p></li> </ul> </li> <li><p><a class="reference internal" href="#requirements" id="id3">Requirements</a></p></li> <li><p><a class="reference internal" href="#installation" id="id4">Installation</a></p></li> <li><p><a class="reference internal" href="#compiling-an-r-cnn-for-inf1" id="id5">Compiling an R-CNN for Inf1</a></p> <ul> <li><p><a class="reference internal" href="#create-a-detectron2-r-cnn-model" id="id6">Create a Detectron2 R-CNN Model</a></p></li> <li><p><a class="reference internal" href="#profile-the-model" id="id7">Profile the Model</a></p></li> <li><p><a class="reference internal" href="#compiling-the-resnet-backbone-to-inf1" id="id8">Compiling the ResNet backbone to Inf1</a></p></li> </ul> </li> <li><p><a class="reference internal" href="#optimize-the-r-cnn-model" id="id9">Optimize the R-CNN model</a></p> <ul> <li><p><a class="reference internal" href="#compiling-the-rpn" id="id10">Compiling the RPN</a></p></li> <li><p><a class="reference internal" href="#fusing-the-backbone-and-rpn-head" id="id11">Fusing the Backbone and RPN Head</a></p></li> <li><p><a class="reference internal" href="#compiling-the-roi-heads" id="id12">Compiling the RoI Heads</a></p></li> </ul> </li> <li><p><a class="reference internal" href="#end-to-end-compilation-and-inference" id="id13">End-to-end Compilation and Inference</a></p> <ul> <li><p><a class="reference internal" href="#benchmarking" id="id14">Benchmarking</a></p></li> <li><p><a class="reference internal" href="#other-improvements" id="id15">Other improvements</a></p> <ul> <li><p><a class="reference internal" href="#for-latency-sensitive-applications" id="id16">For latency sensitive applications:</a></p></li> <li><p><a class="reference internal" href="#for-throughput-sensitive-applications" id="id17">For throughput sensitive applications:</a></p></li> </ul> </li> </ul> </li> </ul> </div> <div class="section" id="r-cnn-model-overview"> <h2><a class="toc-backref" href="#id1">R-CNN Model Overview</a><a class="headerlink" href="#r-cnn-model-overview" title="Permalink to this headline">#</a></h2> <p>Region-based CNN (R-CNN) models are commonly used for object detection and image segmentation tasks. A typical R-CNN architecture is composed of the following components:</p> <ul class="simple"> <li><p><strong>Backbone:</strong> The backbone extracts features from input images. In some models, the backbone is a Feature Pyramid Network (FPN), which uses a top-down architecture with lateral connections to build an in-network feature pyramid from a single-scale input. The backbone is commonly a ResNet or Vision Transformer based network.</p></li> <li><p><strong>Region Proposal Network (RPN):</strong> The RPN predicts region proposals with a wide range of scales and aspect ratios. RPNs are constructed using convolutional layers and anchor boxes that serve as references for multiple scales and aspect ratios.</p></li> <li><p><strong>Region of Interest (RoI):</strong> The RoI component is used to resize the extracted features that have varying size to the same size so that they can be consumed by a fully connected layer. RoI Align is typically used instead of RoI Pooling because RoI Align provides better alignment.</p></li> </ul> <p>The <a class="reference external" href="https://github.com/facebookresearch/detectron2">Detectron2</a> library provides many popular PyTorch R-CNN implementations, including R-CNN, Fast R-CNN, Faster R-CNN, and Mask R-CNN. This application note will focus on the Detectron2 R-CNN models.</p> <div class="section" id="r-cnn-limitations-and-considerations-on-inferentia-neuroncore-v1"> <h3><a class="toc-backref" href="#id2">R-CNN Limitations and Considerations on Inferentia (NeuronCore-v1)</a><a class="headerlink" href="#r-cnn-limitations-and-considerations-on-inferentia-neuroncore-v1" title="Permalink to this headline">#</a></h3> <p>R-CNN models can have a few limitations and considerations on Inferentia (NeuronCore-v1). See the <a class="reference internal" href="../../arch/model-architecture-fit.html#rcnn-limitations-inf1"><span class="std std-ref">Model Architecture Fit Guidelines</span></a> for more information. These limitatins are not applicable to NeuronCore-v2.</p> </div> </div> <div class="section" id="requirements"> <h2><a class="toc-backref" href="#id3">Requirements</a><a class="headerlink" href="#requirements" title="Permalink to this headline">#</a></h2> <p>This application note is intended to be run on an <code class="docutils literal notranslate"><span class="pre">inf1.2xlarge</span></code>. In practice, R-CNN models can be run on any Inf1 instance size.</p> <p>Verify that this Jupyter notebook is running the Python kernel environment that was set up according to the <a class="reference external" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/frameworks/torch/torch-neuron/setup/pytorch-install.html">PyTorch Installation Guide</a>. You can select the kernel from the “Kernel -&gt; Change Kernel” option on the top of this Jupyter notebook page.</p> </div> <div class="section" id="installation"> <h2><a class="toc-backref" href="#id4">Installation</a><a class="headerlink" href="#installation" title="Permalink to this headline">#</a></h2> <p>This application note requires the following pip packages:</p> <ol class="arabic simple"> <li><p><code class="docutils literal notranslate"><span class="pre">torch==1.11.0</span></code></p></li> <li><p><code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code></p></li> <li><p><code class="docutils literal notranslate"><span class="pre">neuron-cc</span></code></p></li> <li><p><code class="docutils literal notranslate"><span class="pre">opencv-python</span></code></p></li> <li><p><code class="docutils literal notranslate"><span class="pre">pycocotools</span></code></p></li> <li><p><code class="docutils literal notranslate"><span class="pre">torchvision==0.12.0</span></code></p></li> <li><p><code class="docutils literal notranslate"><span class="pre">detectron2==0.6</span></code></p></li> </ol> <p>The following section builds <code class="docutils literal notranslate"><span class="pre">torchvision</span></code> from source and installs the <code class="docutils literal notranslate"><span class="pre">Detectron2</span></code> package. It also reinstalls the Neuron packages to ensure version compability.</p> <p>The the <code class="docutils literal notranslate"><span class="pre">torchvision</span></code> <code class="docutils literal notranslate"><span class="pre">roi_align_kernel.cpp</span></code> kernel is modified to use OMP threading for multithreaded inference on CPU. This significantly improves the performance of RoI Align kernels on Inf1: OMP threading leads to a 2 - 3x RoI Align latency reduction compared to the default <code class="docutils literal notranslate"><span class="pre">roi_align_kernel.cpp</span></code> kernel configuration.</p> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Install python3.7-dev for pycocotools (a Detectron2 dependency)</span> <span class="o">!</span>sudo<span class="w"> </span>apt<span class="w"> </span>install<span class="w"> </span>python3.7-dev<span class="w"> </span>-y <span class="c1"># Install Neuron packages</span> <span class="o">!</span>pip<span class="w"> </span>config<span class="w"> </span><span class="nb">set</span><span class="w"> </span>global.extra-index-url<span class="w"> </span>https://pip.repos.neuron.amazonaws.com <span class="o">!</span>pip<span class="w"> </span>uninstall<span class="w"> </span>-y<span class="w"> </span>torchvision <span class="o">!</span>pip<span class="w"> </span>install<span class="w"> </span>--force-reinstall<span class="w"> </span>torch-neuron<span class="o">==</span><span class="m">1</span>.11.0.*<span class="w"> </span>neuron-cc<span class="o">[</span>tensorflow<span class="o">]</span><span class="w"> </span><span class="s2">"protobuf==3.20.1"</span><span class="w"> </span>ninja<span class="w"> </span>opencv-python <span class="c1"># Change cuda to 10.2 for Detectron2</span> <span class="o">!</span>sudo<span class="w"> </span>rm<span class="w"> </span>/usr/local/cuda <span class="o">!</span>sudo<span class="w"> </span>ln<span class="w"> </span>-s<span class="w"> </span>/usr/local/cuda-10.2<span class="w"> </span>/usr/local/cuda <span class="c1"># Install Torchvision 0.12.0 from source</span> <span class="o">!</span>git<span class="w"> </span>clone<span class="w"> </span>-b<span class="w"> </span>release/0.12<span class="w"> </span>https://github.com/pytorch/vision.git <span class="c1"># Update the RoI Align kernel to use OMP multithreading</span> <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s1">'vision/torchvision/csrc/ops/cpu/roi_align_kernel.cpp'</span><span class="p">,</span> <span class="s1">'r'</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">:</span> <span class="n">content</span> <span class="o">=</span> <span class="n">file</span><span class="o">.</span><span class="n">read</span><span class="p">()</span> <span class="c1"># Enable OMP Multithreading and set the number of threads to 4</span> <span class="n">old</span> <span class="o">=</span> <span class="s2">"// #pragma omp parallel for num_threads(32)"</span> <span class="n">new</span> <span class="o">=</span> <span class="s2">"#pragma omp parallel for num_threads(4)"</span> <span class="n">content</span> <span class="o">=</span> <span class="n">content</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">old</span><span class="p">,</span> <span class="n">new</span><span class="p">)</span> <span class="c1"># Re-write the file</span> <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s1">'vision/torchvision/csrc/ops/cpu/roi_align_kernel.cpp'</span><span class="p">,</span> <span class="s1">'w'</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">:</span> <span class="n">file</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">content</span><span class="p">)</span> <span class="c1"># Build Torchvision with OMP threading</span> <span class="o">!</span><span class="nb">cd</span><span class="w"> </span>vision<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span><span class="nv">CFLAGS</span><span class="o">=</span><span class="s2">"-fopenmp"</span><span class="w"> </span>python<span class="w"> </span>setup.py<span class="w"> </span>bdist_wheel <span class="o">%</span><span class="k">pip</span> install vision/dist/*.whl <span class="c1"># Install Detectron2 release v0.6</span> <span class="o">!</span>python<span class="w"> </span>-m<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span><span class="s1">'git+https://github.com/facebookresearch/[email protected]'</span> </pre></div> </div> </div> <div class="section" id="compiling-an-r-cnn-for-inf1"> <h2><a class="toc-backref" href="#id5">Compiling an R-CNN for Inf1</a><a class="headerlink" href="#compiling-an-r-cnn-for-inf1" title="Permalink to this headline">#</a></h2> <p>By default, R-CNN models are not compilable on Inf1 because they cannot be traced with <code class="docutils literal notranslate"><span class="pre">torch.jit.trace</span></code>, which is a requisite for inference on Inf1. The following section demonstrates techniques for compiling a Detectron2 R-CNN model for inference on Inf1.</p> <p>Specifically, this section creates a standard Detectron2 R-CNN model using a ResNet-101 backbone. It demonstrates how to use profiling to identify the most compute intensive parts of the R-CNN that should be compiled for accelerated inference on Inf1. It then explains how to manually extract and compile the ResNet backbone (the dominant compute component) and inject the compiled backbone back into the full model for improved performance.</p> <div class="section" id="create-a-detectron2-r-cnn-model"> <h3><a class="toc-backref" href="#id6">Create a Detectron2 R-CNN Model</a><a class="headerlink" href="#create-a-detectron2-r-cnn-model" title="Permalink to this headline">#</a></h3> <p>We create a Detectron2 R-CNN model using the <code class="docutils literal notranslate"><span class="pre">COCO-Detection/faster_rcnn_R_101_FPN_3x.yaml</span></code> pretrained weights and config file. We also download a sample image from the COCO dataset and run an example inference.</p> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">detectron2</span> <span class="kn">import</span> <span class="n">model_zoo</span> <span class="kn">from</span> <span class="nn">detectron2.engine</span> <span class="kn">import</span> <span class="n">DefaultPredictor</span> <span class="kn">from</span> <span class="nn">detectron2.config</span> <span class="kn">import</span> <span class="n">get_cfg</span> <span class="k">def</span> <span class="nf">get_model</span><span class="p">():</span> <span class="c1"># Configure the R-CNN model</span> <span class="n">CONFIG_FILE</span> <span class="o">=</span> <span class="s2">"COCO-Detection/faster_rcnn_R_101_FPN_3x.yaml"</span> <span class="n">WEIGHTS_FILE</span> <span class="o">=</span> <span class="s2">"COCO-Detection/faster_rcnn_R_101_FPN_3x.yaml"</span> <span class="n">cfg</span> <span class="o">=</span> <span class="n">get_cfg</span><span class="p">()</span> <span class="n">cfg</span><span class="o">.</span><span class="n">merge_from_file</span><span class="p">(</span><span class="n">model_zoo</span><span class="o">.</span><span class="n">get_config_file</span><span class="p">(</span><span class="n">CONFIG_FILE</span><span class="p">))</span> <span class="n">cfg</span><span class="o">.</span><span class="n">MODEL</span><span class="o">.</span><span class="n">WEIGHTS</span> <span class="o">=</span> <span class="n">model_zoo</span><span class="o">.</span><span class="n">get_checkpoint_url</span><span class="p">(</span><span class="n">WEIGHTS_FILE</span><span class="p">)</span> <span class="n">cfg</span><span class="o">.</span><span class="n">MODEL</span><span class="o">.</span><span class="n">ROI_HEADS</span><span class="o">.</span><span class="n">SCORE_THRESH_TEST</span> <span class="o">=</span> <span class="mf">0.5</span> <span class="n">cfg</span><span class="o">.</span><span class="n">MODEL</span><span class="o">.</span><span class="n">DEVICE</span> <span class="o">=</span> <span class="s1">'cpu'</span> <span class="c1"># Send to CPU for Neuron Tracing</span> <span class="c1"># Create the R-CNN predictor wrapper</span> <span class="n">predictor</span> <span class="o">=</span> <span class="n">DefaultPredictor</span><span class="p">(</span><span class="n">cfg</span><span class="p">)</span> <span class="k">return</span> <span class="n">predictor</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">os</span> <span class="kn">import</span> <span class="nn">urllib.request</span> <span class="c1"># Define a function to get a sample image</span> <span class="k">def</span> <span class="nf">get_image</span><span class="p">():</span> <span class="n">filename</span> <span class="o">=</span> <span class="s1">'input.jpg'</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">filename</span><span class="p">):</span> <span class="n">url</span> <span class="o">=</span> <span class="s2">"http://images.cocodataset.org/val2017/000000439715.jpg"</span> <span class="n">urllib</span><span class="o">.</span><span class="n">request</span><span class="o">.</span><span class="n">urlretrieve</span><span class="p">(</span><span class="n">url</span><span class="p">,</span> <span class="n">filename</span><span class="p">)</span> <span class="k">return</span> <span class="n">filename</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">time</span> <span class="kn">import</span> <span class="nn">cv2</span> <span class="c1"># Create an R-CNN model</span> <span class="n">predictor</span> <span class="o">=</span> <span class="n">get_model</span><span class="p">()</span> <span class="c1"># Get a sample image from the COCO dataset</span> <span class="n">image_filename</span> <span class="o">=</span> <span class="n">get_image</span><span class="p">()</span> <span class="n">image</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="n">image_filename</span><span class="p">)</span> <span class="c1"># Run inference and print inference latency</span> <span class="n">start</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="n">outputs</span> <span class="o">=</span> <span class="n">predictor</span><span class="p">(</span><span class="n">image</span><span class="p">)</span> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">'Inference time: </span><span class="si">{</span><span class="p">(</span><span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">start</span><span class="p">)</span><span class="si">:</span><span class="s1">0.3f</span><span class="si">}</span><span class="s1"> s'</span><span class="p">)</span> </pre></div> </div> </div> <div class="section" id="profile-the-model"> <h3><a class="toc-backref" href="#id7">Profile the Model</a><a class="headerlink" href="#profile-the-model" title="Permalink to this headline">#</a></h3> <p>We can use the <a class="reference external" href="https://pytorch.org/docs/stable/profiler.html">PyTorch Profiler</a> to identify which operators contribute the most to the model’s runtime on CPU. Ideally, we can compile these compute intensive operators onto Inf1 for accelerated inference.</p> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">torch.autograd.profiler</span> <span class="k">as</span> <span class="nn">profiler</span> <span class="k">with</span> <span class="n">profiler</span><span class="o">.</span><span class="n">profile</span><span class="p">(</span><span class="n">record_shapes</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="k">as</span> <span class="n">prof</span><span class="p">:</span> <span class="k">with</span> <span class="n">profiler</span><span class="o">.</span><span class="n">record_function</span><span class="p">(</span><span class="s2">"model_inference"</span><span class="p">):</span> <span class="n">predictor</span><span class="p">(</span><span class="n">image</span><span class="p">)</span> <span class="nb">print</span><span class="p">(</span><span class="n">prof</span><span class="o">.</span><span class="n">key_averages</span><span class="p">()</span><span class="o">.</span><span class="n">table</span><span class="p">(</span><span class="n">sort_by</span><span class="o">=</span><span class="s2">"cpu_time_total"</span><span class="p">,</span> <span class="n">row_limit</span><span class="o">=</span><span class="mi">30</span><span class="p">))</span> </pre></div> </div> <p>We see that convolution operators (<code class="docutils literal notranslate"><span class="pre">aten::convolution</span></code>) contribute the most to the inference time. By compiling these convolution operators to Inf1, we can improve performance of the R-CNN model. We can print the R-CNN model architecture to see which layers contain the <code class="docutils literal notranslate"><span class="pre">aten::convolution</span></code> operators:</p> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">predictor</span><span class="o">.</span><span class="n">model</span><span class="p">)</span> </pre></div> </div> <p>We observe that the ResNet FPN backbone (<a class="reference external" href="https://github.com/facebookresearch/detectron2/blob/v0.6/detectron2/modeling/backbone/fpn.py">predictor.model.backbone</a> L17-L162) contains the majority of convolution operators in the model. The RPN (<a class="reference external" href="https://github.com/facebookresearch/detectron2/blob/v0.6/detectron2/modeling/proposal_generator/rpn.py">predictor.model.proposal_generator</a> L181-L533) also contains a few convolutions. Based on this, we should try to compile the ResNet backbone and RPN onto Inf1 to maximize performance.</p> </div> <div class="section" id="compiling-the-resnet-backbone-to-inf1"> <h3><a class="toc-backref" href="#id8">Compiling the ResNet backbone to Inf1</a><a class="headerlink" href="#compiling-the-resnet-backbone-to-inf1" title="Permalink to this headline">#</a></h3> <p>In this section we demonstrate how to compile the ResNet backbone to Inf1 and use it for inference.</p> <p>We “extract” the backbone by accessing it using <code class="docutils literal notranslate"><span class="pre">predictor.model.backbone</span></code>. We compile the backbone using <code class="docutils literal notranslate"><span class="pre">strict=False</span></code> because the backbone outputs a dictionary. We use a fixed input shape (<code class="docutils literal notranslate"><span class="pre">800</span> <span class="pre">x</span> <span class="pre">800</span></code>) for compilation. This will be the input shape that all inputs will be resized to during inference. This section also defines a basic preprocessing function (mostly derived from the Detectron2 R-CNN <a class="reference external" href="https://github.com/facebookresearch/detectron2/blob/45b3fcea6e76bf7a351e54e01c7d6e1a3a0100a5/detectron2/engine/defaults.py">DefaultPredictor</a> module L308-L318) that reshapes inputs to <code class="docutils literal notranslate"><span class="pre">800</span> <span class="pre">x</span> <span class="pre">800</span></code>.</p> <p>We also create a <code class="docutils literal notranslate"><span class="pre">NeuronRCNN</span></code> wrapper that we use to inject the compiled backbone back into the model by dynamically replacing the <code class="docutils literal notranslate"><span class="pre">predictor.model.backbone</span></code> attribute with the compiled model.</p> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">torch</span> <span class="kn">import</span> <span class="nn">torch_neuron</span> <span class="n">example</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">rand</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">800</span><span class="p">,</span> <span class="mi">800</span><span class="p">])</span> <span class="c1"># Use `with torch.no_grad():` to avoid a jit tracing issue in the ResNet backbone</span> <span class="k">with</span> <span class="n">torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">():</span> <span class="n">neuron_backbone</span> <span class="o">=</span> <span class="n">torch_neuron</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">predictor</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">backbone</span><span class="p">,</span> <span class="n">example</span><span class="p">,</span> <span class="n">strict</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> <span class="n">backbone_filename</span> <span class="o">=</span> <span class="s1">'backbone.pt'</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">neuron_backbone</span><span class="p">,</span> <span class="n">backbone_filename</span><span class="p">)</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">detectron2.modeling.meta_arch.rcnn</span> <span class="kn">import</span> <span class="n">GeneralizedRCNN</span> <span class="kn">from</span> <span class="nn">torch.jit</span> <span class="kn">import</span> <span class="n">ScriptModule</span> <span class="k">class</span> <span class="nc">NeuronRCNN</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span> <span class="w"> </span><span class="sd">"""</span> <span class="sd"> Creates a `NeuronRCNN` wrapper that injects the compiled backbone into</span> <span class="sd"> the R-CNN model. It also stores the `size_divisibility` attribute from</span> <span class="sd"> the original backbone.</span> <span class="sd"> """</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">:</span> <span class="n">GeneralizedRCNN</span><span class="p">,</span> <span class="n">neuron_backbone</span><span class="p">:</span> <span class="n">ScriptModule</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span> <span class="c1"># Keep track of the backbone variables</span> <span class="n">size_divisibility</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">backbone</span><span class="o">.</span><span class="n">size_divisibility</span> <span class="c1"># Load and inject the compiled backbone</span> <span class="n">model</span><span class="o">.</span><span class="n">backbone</span> <span class="o">=</span> <span class="n">neuron_backbone</span> <span class="c1"># Set backbone variables</span> <span class="nb">setattr</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">backbone</span><span class="p">,</span> <span class="s1">'size_divisibility'</span><span class="p">,</span> <span class="n">size_divisibility</span><span class="p">)</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span> <span class="o">=</span> <span class="n">model</span> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Create the R-CNN with the compiled backbone</span> <span class="n">neuron_rcnn</span> <span class="o">=</span> <span class="n">NeuronRCNN</span><span class="p">(</span><span class="n">predictor</span><span class="o">.</span><span class="n">model</span><span class="p">,</span> <span class="n">neuron_backbone</span><span class="p">)</span> <span class="n">neuron_rcnn</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span> <span class="c1"># Print the R-CNN architecture to verify the backbone is now the</span> <span class="c1"># `neuron_backbone` (shows up as `RecursiveScriptModule`)</span> <span class="nb">print</span><span class="p">(</span><span class="n">neuron_rcnn</span><span class="p">)</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="n">original_image</span><span class="p">,</span> <span class="n">predictor</span><span class="p">):</span> <span class="w"> </span><span class="sd">"""</span> <span class="sd"> A basic preprocessing function that sets the input height=800 and</span> <span class="sd"> input width=800. The function is derived from the preprocessing</span> <span class="sd"> steps in the Detectron2 `DefaultPredictor` module.</span> <span class="sd"> """</span> <span class="n">height</span><span class="p">,</span> <span class="n">width</span> <span class="o">=</span> <span class="n">original_image</span><span class="o">.</span><span class="n">shape</span><span class="p">[:</span><span class="mi">2</span><span class="p">]</span> <span class="n">resize_func</span> <span class="o">=</span> <span class="n">predictor</span><span class="o">.</span><span class="n">aug</span><span class="o">.</span><span class="n">get_transform</span><span class="p">(</span><span class="n">original_image</span><span class="p">)</span> <span class="n">resize_func</span><span class="o">.</span><span class="n">new_h</span> <span class="o">=</span> <span class="mi">800</span> <span class="c1"># Override height</span> <span class="n">resize_func</span><span class="o">.</span><span class="n">new_w</span> <span class="o">=</span> <span class="mi">800</span> <span class="c1"># Override width</span> <span class="n">image</span> <span class="o">=</span> <span class="n">resize_func</span><span class="o">.</span><span class="n">apply_image</span><span class="p">(</span><span class="n">original_image</span><span class="p">)</span> <span class="n">image</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">as_tensor</span><span class="p">(</span><span class="n">image</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">"float32"</span><span class="p">)</span><span class="o">.</span><span class="n">transpose</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span> <span class="n">inputs</span> <span class="o">=</span> <span class="p">{</span><span class="s2">"image"</span><span class="p">:</span> <span class="n">image</span><span class="p">,</span> <span class="s2">"height"</span><span class="p">:</span> <span class="n">height</span><span class="p">,</span> <span class="s2">"width"</span><span class="p">:</span> <span class="n">width</span><span class="p">}</span> <span class="k">return</span> <span class="n">inputs</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Get a resized input using the sample image</span> <span class="n">inputs</span> <span class="o">=</span> <span class="n">preprocess</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">get_model</span><span class="p">())</span> <span class="c1"># Run inference and print inference latency</span> <span class="n">start</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">):</span> <span class="n">outputs</span> <span class="o">=</span> <span class="n">neuron_rcnn</span><span class="p">([</span><span class="n">inputs</span><span class="p">])[</span><span class="mi">0</span><span class="p">]</span> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">'Inference time: </span><span class="si">{</span><span class="p">((</span><span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">start</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">)</span><span class="si">:</span><span class="s1">0.3f</span><span class="si">}</span><span class="s1"> s'</span><span class="p">)</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">with</span> <span class="n">profiler</span><span class="o">.</span><span class="n">profile</span><span class="p">(</span><span class="n">record_shapes</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="k">as</span> <span class="n">prof</span><span class="p">:</span> <span class="k">with</span> <span class="n">profiler</span><span class="o">.</span><span class="n">record_function</span><span class="p">(</span><span class="s2">"model_inference"</span><span class="p">):</span> <span class="n">neuron_rcnn</span><span class="p">([</span><span class="n">inputs</span><span class="p">])</span> <span class="nb">print</span><span class="p">(</span><span class="n">prof</span><span class="o">.</span><span class="n">key_averages</span><span class="p">()</span><span class="o">.</span><span class="n">table</span><span class="p">(</span><span class="n">sort_by</span><span class="o">=</span><span class="s2">"cpu_time_total"</span><span class="p">,</span> <span class="n">row_limit</span><span class="o">=</span><span class="mi">30</span><span class="p">))</span> </pre></div> </div> <p>By running the backbone on Inf1, the overall runtime is already significantly improved. The count and runtime of <code class="docutils literal notranslate"><span class="pre">aten::convolution</span></code> operators is also decreased. We now see a <code class="docutils literal notranslate"><span class="pre">neuron::forward_v2</span></code> operator which is the compiled backbone.</p> </div> </div> <div class="section" id="optimize-the-r-cnn-model"> <h2><a class="toc-backref" href="#id9">Optimize the R-CNN model</a><a class="headerlink" href="#optimize-the-r-cnn-model" title="Permalink to this headline">#</a></h2> <div class="section" id="compiling-the-rpn"> <h3><a class="toc-backref" href="#id10">Compiling the RPN</a><a class="headerlink" href="#compiling-the-rpn" title="Permalink to this headline">#</a></h3> <p>Looking at the profiling, we see that there are still several <code class="docutils literal notranslate"><span class="pre">aten::convolution</span></code>, <code class="docutils literal notranslate"><span class="pre">aten::linear</span></code>, and <code class="docutils literal notranslate"><span class="pre">aten::addmm</span></code> operators that significantly contribute to the model’s overall latency. By inspecting the model architecture and code, we can determine that the majority of these operators are contained in the RPN module (<a class="reference external" href="https://github.com/facebookresearch/detectron2/blob/v0.6/detectron2/modeling/proposal_generator/rpn.py">predictor.model.proposal_generator</a> L181-L533).</p> <p>To improve the model performance, we will extract the RPN Head and compile it on Inf1 to increase the number of operators that are running on Inf1. We only compile the RPN Head because the RPN Anchor Generator contains objects that are not traceable with <code class="docutils literal notranslate"><span class="pre">torch.jit.trace</span></code>.</p> <p>The RPN Head contains five layers that run inference on multiple resized inputs. In order to compile the RPN Head, we create a list of tensors that contain the input (“<code class="docutils literal notranslate"><span class="pre">features</span></code>”) shapes that the RPN Head uses at each layer. These tensor shapes can be determined by printing the input shapes in the RPN Head <code class="docutils literal notranslate"><span class="pre">forward</span></code> function (<code class="docutils literal notranslate"><span class="pre">predictor.model.proposal_generator.rpn_head.forward</span></code>).</p> <p>We also create a new <code class="docutils literal notranslate"><span class="pre">NeuronRCNN</span></code> wrapper that injects both the compiled backbone and RPN Head into the R-CNN model.</p> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">math</span> <span class="n">input_shape</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">800</span><span class="p">,</span> <span class="mi">800</span><span class="p">]</span> <span class="c1"># Overall input shape at inference time</span> <span class="c1"># Create the list example of RPN inputs using the resizing logic from the RPN Head</span> <span class="n">features</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">]:</span> <span class="n">ratio</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">/</span> <span class="p">(</span><span class="mi">4</span> <span class="o">*</span> <span class="mi">2</span><span class="o">**</span><span class="n">i</span><span class="p">)</span> <span class="n">x_i_h</span> <span class="o">=</span> <span class="n">math</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="n">input_shape</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">*</span> <span class="n">ratio</span><span class="p">)</span> <span class="n">x_i_w</span> <span class="o">=</span> <span class="n">math</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="n">input_shape</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span> <span class="o">*</span> <span class="n">ratio</span><span class="p">)</span> <span class="n">feature</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="n">x_i_h</span><span class="p">,</span> <span class="n">x_i_w</span><span class="p">)</span> <span class="n">features</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">feature</span><span class="p">)</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Extract and compile the RPN Head</span> <span class="n">neuron_rpn_head</span> <span class="o">=</span> <span class="n">torch_neuron</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">predictor</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">proposal_generator</span><span class="o">.</span><span class="n">rpn_head</span><span class="p">,</span> <span class="p">[</span><span class="n">features</span><span class="p">])</span> <span class="n">rpn_head_filename</span> <span class="o">=</span> <span class="s1">'rpn_head.pt'</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">neuron_rpn_head</span><span class="p">,</span> <span class="n">rpn_head_filename</span><span class="p">)</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">class</span> <span class="nc">NeuronRCNN</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span> <span class="w"> </span><span class="sd">"""</span> <span class="sd"> Creates a wrapper that injects the compiled backbone and RPN Head</span> <span class="sd"> into the R-CNN model.</span> <span class="sd"> """</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">:</span> <span class="n">GeneralizedRCNN</span><span class="p">,</span> <span class="n">neuron_backbone</span><span class="p">:</span> <span class="n">ScriptModule</span><span class="p">,</span> <span class="n">neuron_rpn_head</span><span class="p">:</span> <span class="n">ScriptModule</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span> <span class="c1"># Keep track of the backbone variables</span> <span class="n">size_divisibility</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">backbone</span><span class="o">.</span><span class="n">size_divisibility</span> <span class="c1"># Inject the compiled backbone</span> <span class="n">model</span><span class="o">.</span><span class="n">backbone</span> <span class="o">=</span> <span class="n">neuron_backbone</span> <span class="c1"># Set backbone variables</span> <span class="nb">setattr</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">backbone</span><span class="p">,</span> <span class="s1">'size_divisibility'</span><span class="p">,</span> <span class="n">size_divisibility</span><span class="p">)</span> <span class="c1"># Inject the compiled RPN Head</span> <span class="n">model</span><span class="o">.</span><span class="n">proposal_generator</span><span class="o">.</span><span class="n">rpn_head</span> <span class="o">=</span> <span class="n">neuron_rpn_head</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span> <span class="o">=</span> <span class="n">model</span> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Create the R-CNN with the compiled backbone and RPN Head</span> <span class="n">predictor</span> <span class="o">=</span> <span class="n">get_model</span><span class="p">()</span> <span class="n">neuron_rcnn</span> <span class="o">=</span> <span class="n">NeuronRCNN</span><span class="p">(</span><span class="n">predictor</span><span class="o">.</span><span class="n">model</span><span class="p">,</span> <span class="n">neuron_backbone</span><span class="p">,</span> <span class="n">neuron_rpn_head</span><span class="p">)</span> <span class="n">neuron_rcnn</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span> <span class="c1"># Print the R-CNN architecture to verify the compiled modules show up</span> <span class="nb">print</span><span class="p">(</span><span class="n">neuron_rcnn</span><span class="p">)</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Run inference and print inference latency</span> <span class="n">start</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">):</span> <span class="n">outputs</span> <span class="o">=</span> <span class="n">neuron_rcnn</span><span class="p">([</span><span class="n">inputs</span><span class="p">])[</span><span class="mi">0</span><span class="p">]</span> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">'Inference time: </span><span class="si">{</span><span class="p">((</span><span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">start</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">)</span><span class="si">:</span><span class="s1">0.3f</span><span class="si">}</span><span class="s1"> s'</span><span class="p">)</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">with</span> <span class="n">profiler</span><span class="o">.</span><span class="n">profile</span><span class="p">(</span><span class="n">record_shapes</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="k">as</span> <span class="n">prof</span><span class="p">:</span> <span class="k">with</span> <span class="n">profiler</span><span class="o">.</span><span class="n">record_function</span><span class="p">(</span><span class="s2">"model_inference"</span><span class="p">):</span> <span class="n">neuron_rcnn</span><span class="p">([</span><span class="n">inputs</span><span class="p">])</span> <span class="nb">print</span><span class="p">(</span><span class="n">prof</span><span class="o">.</span><span class="n">key_averages</span><span class="p">()</span><span class="o">.</span><span class="n">table</span><span class="p">(</span><span class="n">sort_by</span><span class="o">=</span><span class="s2">"cpu_time_total"</span><span class="p">,</span> <span class="n">row_limit</span><span class="o">=</span><span class="mi">30</span><span class="p">))</span> </pre></div> </div> <p>By running the compiled backbone and RPN Head on Inf1, the overall runtime is improved. Once again, the number and runtime of <code class="docutils literal notranslate"><span class="pre">aten::convolution</span></code> operators is also decreased. We now see two <code class="docutils literal notranslate"><span class="pre">neuron::forward_v2</span></code> operators which correspond to the compiled backbone and RPN Head.</p> </div> <div class="section" id="fusing-the-backbone-and-rpn-head"> <h3><a class="toc-backref" href="#id11">Fusing the Backbone and RPN Head</a><a class="headerlink" href="#fusing-the-backbone-and-rpn-head" title="Permalink to this headline">#</a></h3> <p>It is typically preferable to compile fewer independent models (“subgraphs”) on Inf1. Combining models and compiling them as a single subgraph enables the Neuron compiler to perform additional optimizations and reduces the I/O data transfer between CPU and NeuronCores between each subgraph.</p> <p>In this section, we “fuse” the ResNet backbone and RPN Head into a single model that we compile on Inf1. We create the <code class="docutils literal notranslate"><span class="pre">NeuronFusedBackboneRPNHead</span></code> wrapper to create a compilable model that contains both the ResNet backbone (<a class="reference external" href="https://github.com/facebookresearch/detectron2/blob/v0.6/detectron2/modeling/backbone/fpn.py">predictor.model.backbone</a> L17-L162) and RPN Head (<a class="reference external" href="https://github.com/facebookresearch/detectron2/blob/v0.6/detectron2/modeling/proposal_generator/rpn.py">predictor.model.proposal_generator</a> L181-L533). We also output the <code class="docutils literal notranslate"><span class="pre">features</span></code> because it is used downstream by the RoI Heads. We compile this <code class="docutils literal notranslate"><span class="pre">NeuronFusedBackboneRPNHead</span></code> wrapper as <code class="docutils literal notranslate"><span class="pre">neuron_backbone_rpn</span></code>. We then create a separate <code class="docutils literal notranslate"><span class="pre">BackboneRPN</span></code> wrapper that we use to inject the <code class="docutils literal notranslate"><span class="pre">neuron_backbone_rpn</span></code> in place of the original backbone and RPN Head. We also copy the remainder of the RPN <code class="docutils literal notranslate"><span class="pre">forward</span></code> code (<a class="reference external" href="https://github.com/facebookresearch/detectron2/blob/v0.6/detectron2/modeling/proposal_generator/rpn.py">predictor.model.proposal_generator.forward</a> L431-L480) to create a “fused” backbone + RPN module. Lastly, we re-write the <code class="docutils literal notranslate"><span class="pre">NeuronRCNN</span></code> wrapper to use the fused backbone + RPN module. The <code class="docutils literal notranslate"><span class="pre">NeuronRCNN</span></code> wrapper also uses the <code class="docutils literal notranslate"><span class="pre">predictor.model</span></code> <code class="docutils literal notranslate"><span class="pre">forward</span></code> code to re-write the rest of the R-CNN model forward function.</p> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">class</span> <span class="nc">NeuronFusedBackboneRPNHead</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span> <span class="w"> </span><span class="sd">"""</span> <span class="sd"> Wrapper to compile the fused ResNet backbone and RPN Head.</span> <span class="sd"> """</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">:</span> <span class="n">GeneralizedRCNN</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span> <span class="bp">self</span><span class="o">.</span><span class="n">backbone</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">backbone</span> <span class="bp">self</span><span class="o">.</span><span class="n">rpn_head</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">proposal_generator</span><span class="o">.</span><span class="n">rpn_head</span> <span class="bp">self</span><span class="o">.</span><span class="n">in_features</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">proposal_generator</span><span class="o">.</span><span class="n">in_features</span> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span> <span class="n">features</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">backbone</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="n">features_</span> <span class="o">=</span> <span class="p">[</span><span class="n">features</span><span class="p">[</span><span class="n">f</span><span class="p">]</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">in_features</span><span class="p">]</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">rpn_head</span><span class="p">(</span><span class="n">features_</span><span class="p">),</span> <span class="n">features</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Create the wrapper with the combined backbone and RPN Head</span> <span class="n">predictor</span> <span class="o">=</span> <span class="n">get_model</span><span class="p">()</span> <span class="n">backbone_rpn_wrapper</span> <span class="o">=</span> <span class="n">NeuronFusedBackboneRPNHead</span><span class="p">(</span><span class="n">predictor</span><span class="o">.</span><span class="n">model</span><span class="p">)</span> <span class="n">backbone_rpn_wrapper</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span> <span class="c1"># Compile the wrapper</span> <span class="n">example</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">rand</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">800</span><span class="p">,</span> <span class="mi">800</span><span class="p">])</span> <span class="k">with</span> <span class="n">torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">():</span> <span class="n">neuron_backbone_rpn_head</span> <span class="o">=</span> <span class="n">torch_neuron</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span> <span class="n">backbone_rpn_wrapper</span><span class="p">,</span> <span class="n">example</span><span class="p">,</span> <span class="n">strict</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> <span class="n">backbone_rpn_filename</span> <span class="o">=</span> <span class="s1">'backbone_rpn.pt'</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">neuron_backbone_rpn_head</span><span class="p">,</span> <span class="n">backbone_rpn_filename</span><span class="p">)</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">class</span> <span class="nc">BackboneRPN</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span> <span class="w"> </span><span class="sd">"""</span> <span class="sd"> Wrapper that uses the compiled `neuron_backbone_rpn` instead</span> <span class="sd"> of the original backbone and RPN Head. We copy the remainder</span> <span class="sd"> of the RPN `forward` code (`predictor.model.proposal_generator.forward`)</span> <span class="sd"> to create a "fused" backbone + RPN module.</span> <span class="sd"> """</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">:</span> <span class="n">GeneralizedRCNN</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span> <span class="bp">self</span><span class="o">.</span><span class="n">backbone_rpn_head</span> <span class="o">=</span> <span class="n">NeuronFusedBackboneRPNHead</span><span class="p">(</span><span class="n">model</span><span class="p">)</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rpn</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">proposal_generator</span> <span class="bp">self</span><span class="o">.</span><span class="n">in_features</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">proposal_generator</span><span class="o">.</span><span class="n">in_features</span> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">images</span><span class="p">):</span> <span class="n">preds</span><span class="p">,</span> <span class="n">features</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">backbone_rpn_head</span><span class="p">(</span><span class="n">images</span><span class="o">.</span><span class="n">tensor</span><span class="p">)</span> <span class="n">features_</span> <span class="o">=</span> <span class="p">[</span><span class="n">features</span><span class="p">[</span><span class="n">f</span><span class="p">]</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">in_features</span><span class="p">]</span> <span class="n">pred_objectness_logits</span><span class="p">,</span> <span class="n">pred_anchor_deltas</span> <span class="o">=</span> <span class="n">preds</span> <span class="n">anchors</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rpn</span><span class="o">.</span><span class="n">anchor_generator</span><span class="p">(</span><span class="n">features_</span><span class="p">)</span> <span class="c1"># Transpose the Hi*Wi*A dimension to the middle:</span> <span class="n">pred_objectness_logits</span> <span class="o">=</span> <span class="p">[</span> <span class="c1"># (N, A, Hi, Wi) -&gt; (N, Hi, Wi, A) -&gt; (N, Hi*Wi*A)</span> <span class="n">score</span><span class="o">.</span><span class="n">permute</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">flatten</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">score</span> <span class="ow">in</span> <span class="n">pred_objectness_logits</span> <span class="p">]</span> <span class="n">pred_anchor_deltas</span> <span class="o">=</span> <span class="p">[</span> <span class="c1"># (N, A*B, Hi, Wi) -&gt; (N, A, B, Hi, Wi) -&gt; (N, Hi, Wi, A, B) -&gt; (N, Hi*Wi*A, B)</span> <span class="n">x</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rpn</span><span class="o">.</span><span class="n">anchor_generator</span><span class="o">.</span><span class="n">box_dim</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="o">-</span><span class="mi">2</span><span class="p">],</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span> <span class="o">.</span><span class="n">permute</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span> <span class="o">.</span><span class="n">flatten</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">2</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">pred_anchor_deltas</span> <span class="p">]</span> <span class="n">proposals</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rpn</span><span class="o">.</span><span class="n">predict_proposals</span><span class="p">(</span> <span class="n">anchors</span><span class="p">,</span> <span class="n">pred_objectness_logits</span><span class="p">,</span> <span class="n">pred_anchor_deltas</span><span class="p">,</span> <span class="n">images</span><span class="o">.</span><span class="n">image_sizes</span> <span class="p">)</span> <span class="k">return</span> <span class="n">proposals</span><span class="p">,</span> <span class="n">features</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">class</span> <span class="nc">NeuronRCNN</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span> <span class="w"> </span><span class="sd">"""</span> <span class="sd"> Wrapper that uses the fused backbone + RPN module and re-writes</span> <span class="sd"> the rest of the R-CNN `model` `forward` function.</span> <span class="sd"> """</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">:</span> <span class="n">GeneralizedRCNN</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span> <span class="c1"># Use the fused Backbone + RPN</span> <span class="bp">self</span><span class="o">.</span><span class="n">backbone_rpn</span> <span class="o">=</span> <span class="n">BackboneRPN</span><span class="p">(</span><span class="n">model</span><span class="p">)</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">roi_heads</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocess_image</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">preprocess_image</span> <span class="bp">self</span><span class="o">.</span><span class="n">_postprocess</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">_postprocess</span> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">batched_inputs</span><span class="p">):</span> <span class="n">images</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocess_image</span><span class="p">(</span><span class="n">batched_inputs</span><span class="p">)</span> <span class="n">proposals</span><span class="p">,</span> <span class="n">features</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">backbone_rpn</span><span class="p">(</span><span class="n">images</span><span class="p">)</span> <span class="n">results</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span><span class="p">(</span><span class="n">images</span><span class="p">,</span> <span class="n">features</span><span class="p">,</span> <span class="n">proposals</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_postprocess</span><span class="p">(</span><span class="n">results</span><span class="p">,</span> <span class="n">batched_inputs</span><span class="p">,</span> <span class="n">images</span><span class="o">.</span><span class="n">image_sizes</span><span class="p">)</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Create the new NeuronRCNN wrapper with the combined backbone and RPN Head</span> <span class="n">predictor</span> <span class="o">=</span> <span class="n">get_model</span><span class="p">()</span> <span class="n">neuron_rcnn</span> <span class="o">=</span> <span class="n">NeuronRCNN</span><span class="p">(</span><span class="n">predictor</span><span class="o">.</span><span class="n">model</span><span class="p">)</span> <span class="n">neuron_rcnn</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span> <span class="c1"># Inject the Neuron compiled models</span> <span class="n">neuron_rcnn</span><span class="o">.</span><span class="n">backbone_rpn</span><span class="o">.</span><span class="n">backbone_rpn_head</span> <span class="o">=</span> <span class="n">neuron_backbone_rpn_head</span> <span class="c1"># Print the R-CNN architecture to verify the compiled modules show up</span> <span class="nb">print</span><span class="p">(</span><span class="n">neuron_rcnn</span><span class="p">)</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Run inference and print inference latency</span> <span class="n">start</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">):</span> <span class="n">outputs</span> <span class="o">=</span> <span class="n">neuron_rcnn</span><span class="p">([</span><span class="n">inputs</span><span class="p">])[</span><span class="mi">0</span><span class="p">]</span> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">'Inference time: </span><span class="si">{</span><span class="p">((</span><span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">start</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">)</span><span class="si">:</span><span class="s1">0.3f</span><span class="si">}</span><span class="s1"> s'</span><span class="p">)</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">with</span> <span class="n">profiler</span><span class="o">.</span><span class="n">profile</span><span class="p">(</span><span class="n">record_shapes</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="k">as</span> <span class="n">prof</span><span class="p">:</span> <span class="k">with</span> <span class="n">profiler</span><span class="o">.</span><span class="n">record_function</span><span class="p">(</span><span class="s2">"model_inference"</span><span class="p">):</span> <span class="n">neuron_rcnn</span><span class="p">([</span><span class="n">inputs</span><span class="p">])</span> <span class="nb">print</span><span class="p">(</span><span class="n">prof</span><span class="o">.</span><span class="n">key_averages</span><span class="p">()</span><span class="o">.</span><span class="n">table</span><span class="p">(</span><span class="n">sort_by</span><span class="o">=</span><span class="s2">"cpu_time_total"</span><span class="p">,</span> <span class="n">row_limit</span><span class="o">=</span><span class="mi">30</span><span class="p">))</span> </pre></div> </div> <p>By running the fused backbone + RPN Head on Inf1, the overall runtime is improved again. We now see a single <code class="docutils literal notranslate"><span class="pre">neuron::forward_v2</span></code> operator with a lower runtime than the previous combined runtime of the two separate <code class="docutils literal notranslate"><span class="pre">neuron::forward_v2</span></code> operators.</p> </div> <div class="section" id="compiling-the-roi-heads"> <h3><a class="toc-backref" href="#id12">Compiling the RoI Heads</a><a class="headerlink" href="#compiling-the-roi-heads" title="Permalink to this headline">#</a></h3> <p>In this section, we extract and compile part of RoI Heads module (<a class="reference external" href="https://github.com/facebookresearch/detectron2/blob/v0.6/detectron2/modeling/roi_heads/roi_heads.py">predictor.model.roi_heads</a> L530-L778). This will run most of the remaining <code class="docutils literal notranslate"><span class="pre">aten::linear</span></code> and <code class="docutils literal notranslate"><span class="pre">aten::addmm</span></code> operators on Inf1. We cannot extract the entire RoI Heads module because it contains unsupported operators. Thus, we create a <code class="docutils literal notranslate"><span class="pre">NeuronBoxHeadBoxPredictor</span></code> wrapper that extracts specific parts of the <code class="docutils literal notranslate"><span class="pre">roi_heads</span></code> for compilation. The example input for compilation is the shape of the input into the <code class="docutils literal notranslate"><span class="pre">self.roi_heads.box_head.forward</span></code> function. We write another wrapper, <code class="docutils literal notranslate"><span class="pre">ROIHead</span></code> that combines the compiled <code class="docutils literal notranslate"><span class="pre">roi_heads</span></code> into the rest of the RoI module. The <code class="docutils literal notranslate"><span class="pre">_forward_box</span></code> and <code class="docutils literal notranslate"><span class="pre">forward</span></code> functions are from the <code class="docutils literal notranslate"><span class="pre">predictor.model.roi_heads</span></code> module. We re-write the <code class="docutils literal notranslate"><span class="pre">NeuronRCNN</span></code> wrapper to use the optimized RoI Heads wrapper as well as the fused backbone + RPN module.</p> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">class</span> <span class="nc">NeuronBoxHeadBoxPredictor</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span> <span class="w"> </span><span class="sd">"""</span> <span class="sd"> Wrapper that extracts the RoI Box Head and Box Predictor</span> <span class="sd"> for compilation.</span> <span class="sd"> """</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">:</span> <span class="n">GeneralizedRCNN</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">roi_heads</span> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">box_features</span><span class="p">):</span> <span class="n">box_features</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span><span class="o">.</span><span class="n">box_head</span><span class="p">(</span><span class="n">box_features</span><span class="p">)</span> <span class="n">predictions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span><span class="o">.</span><span class="n">box_predictor</span><span class="p">(</span><span class="n">box_features</span><span class="p">)</span> <span class="k">return</span> <span class="n">predictions</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Create the NeuronBoxHeadBoxPredictor wrapper</span> <span class="n">predictor</span> <span class="o">=</span> <span class="n">get_model</span><span class="p">()</span> <span class="n">box_head_predictor</span> <span class="o">=</span> <span class="n">NeuronBoxHeadBoxPredictor</span><span class="p">(</span><span class="n">predictor</span><span class="o">.</span><span class="n">model</span><span class="p">)</span> <span class="n">box_head_predictor</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span> <span class="c1"># Compile the wrapper</span> <span class="n">example</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">rand</span><span class="p">([</span><span class="mi">1000</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">7</span><span class="p">])</span> <span class="n">neuron_box_head_predictor</span> <span class="o">=</span> <span class="n">torch_neuron</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">box_head_predictor</span><span class="p">,</span> <span class="n">example</span><span class="p">)</span> <span class="n">roi_head_filename</span> <span class="o">=</span> <span class="s1">'box_head_predictor.pt'</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">neuron_box_head_predictor</span><span class="p">,</span> <span class="n">roi_head_filename</span><span class="p">)</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">class</span> <span class="nc">ROIHead</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span> <span class="w"> </span><span class="sd">"""</span> <span class="sd"> Wrapper that combines the compiled `roi_heads` into the</span> <span class="sd"> rest of the RoI module. The `_forward_box` and `forward`</span> <span class="sd"> functions are from the `predictor.model.roi_heads` module.</span> <span class="sd"> """</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">:</span> <span class="n">GeneralizedRCNN</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">roi_heads</span> <span class="bp">self</span><span class="o">.</span><span class="n">neuron_box_head_predictor</span> <span class="o">=</span> <span class="n">NeuronBoxHeadBoxPredictor</span><span class="p">(</span><span class="n">model</span><span class="p">)</span> <span class="k">def</span> <span class="nf">_forward_box</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">features</span><span class="p">,</span> <span class="n">proposals</span><span class="p">):</span> <span class="n">features</span> <span class="o">=</span> <span class="p">[</span><span class="n">features</span><span class="p">[</span><span class="n">f</span><span class="p">]</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span><span class="o">.</span><span class="n">box_in_features</span><span class="p">]</span> <span class="n">box_features</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span><span class="o">.</span><span class="n">box_pooler</span><span class="p">(</span> <span class="n">features</span><span class="p">,</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">proposal_boxes</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">proposals</span><span class="p">])</span> <span class="n">predictions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">neuron_box_head_predictor</span><span class="p">(</span><span class="n">box_features</span><span class="p">)</span> <span class="n">pred_instances</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span><span class="o">.</span><span class="n">box_predictor</span><span class="o">.</span><span class="n">inference</span><span class="p">(</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">proposals</span><span class="p">)</span> <span class="k">return</span> <span class="n">pred_instances</span> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">images</span><span class="p">,</span> <span class="n">features</span><span class="p">,</span> <span class="n">proposals</span><span class="p">,</span> <span class="n">targets</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> <span class="n">pred_instances</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_forward_box</span><span class="p">(</span><span class="n">features</span><span class="p">,</span> <span class="n">proposals</span><span class="p">)</span> <span class="n">pred_instances</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span><span class="o">.</span><span class="n">forward_with_given_boxes</span><span class="p">(</span> <span class="n">features</span><span class="p">,</span> <span class="n">pred_instances</span><span class="p">)</span> <span class="k">return</span> <span class="n">pred_instances</span><span class="p">,</span> <span class="p">{}</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">class</span> <span class="nc">NeuronRCNN</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span> <span class="w"> </span><span class="sd">"""</span> <span class="sd"> Wrapper that uses the fused backbone + RPN module and the optimized RoI</span> <span class="sd"> Heads wrapper</span> <span class="sd"> """</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">:</span> <span class="n">GeneralizedRCNN</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span> <span class="c1"># Create fused Backbone + RPN</span> <span class="bp">self</span><span class="o">.</span><span class="n">backbone_rpn</span> <span class="o">=</span> <span class="n">BackboneRPN</span><span class="p">(</span><span class="n">model</span><span class="p">)</span> <span class="c1"># Create Neuron RoI Head</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span> <span class="o">=</span> <span class="n">ROIHead</span><span class="p">(</span><span class="n">model</span><span class="p">)</span> <span class="c1"># Define pre and post-processing functions</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocess_image</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">preprocess_image</span> <span class="bp">self</span><span class="o">.</span><span class="n">_postprocess</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">_postprocess</span> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">batched_inputs</span><span class="p">):</span> <span class="n">images</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocess_image</span><span class="p">(</span><span class="n">batched_inputs</span><span class="p">)</span> <span class="n">proposals</span><span class="p">,</span> <span class="n">features</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">backbone_rpn</span><span class="p">(</span><span class="n">images</span><span class="p">)</span> <span class="n">results</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span><span class="p">(</span><span class="n">images</span><span class="p">,</span> <span class="n">features</span><span class="p">,</span> <span class="n">proposals</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_postprocess</span><span class="p">(</span><span class="n">results</span><span class="p">,</span> <span class="n">batched_inputs</span><span class="p">,</span> <span class="n">images</span><span class="o">.</span><span class="n">image_sizes</span><span class="p">)</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Initialize an R-CNN on CPU</span> <span class="n">predictor</span> <span class="o">=</span> <span class="n">get_model</span><span class="p">()</span> <span class="c1"># Create the Neuron R-CNN on CPU</span> <span class="n">neuron_rcnn</span> <span class="o">=</span> <span class="n">NeuronRCNN</span><span class="p">(</span><span class="n">predictor</span><span class="o">.</span><span class="n">model</span><span class="p">)</span> <span class="n">neuron_rcnn</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span> <span class="c1"># Inject the Neuron compiled models</span> <span class="n">neuron_rcnn</span><span class="o">.</span><span class="n">backbone_rpn</span><span class="o">.</span><span class="n">backbone_rpn_head</span> <span class="o">=</span> <span class="n">neuron_backbone_rpn_head</span> <span class="n">neuron_rcnn</span><span class="o">.</span><span class="n">roi_heads</span><span class="o">.</span><span class="n">neuron_box_head_predictor</span> <span class="o">=</span> <span class="n">neuron_box_head_predictor</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Run inference and print inference latency</span> <span class="n">start</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">):</span> <span class="n">outputs</span> <span class="o">=</span> <span class="n">neuron_rcnn</span><span class="p">([</span><span class="n">inputs</span><span class="p">])[</span><span class="mi">0</span><span class="p">]</span> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">'CPU Inference time: </span><span class="si">{</span><span class="p">((</span><span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">start</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">)</span><span class="si">:</span><span class="s1">0.3f</span><span class="si">}</span><span class="s1"> s'</span><span class="p">)</span> </pre></div> </div> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">with</span> <span class="n">profiler</span><span class="o">.</span><span class="n">profile</span><span class="p">(</span><span class="n">record_shapes</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="k">as</span> <span class="n">prof</span><span class="p">:</span> <span class="k">with</span> <span class="n">profiler</span><span class="o">.</span><span class="n">record_function</span><span class="p">(</span><span class="s2">"model_inference"</span><span class="p">):</span> <span class="n">neuron_rcnn</span><span class="p">([</span><span class="n">inputs</span><span class="p">])</span> <span class="nb">print</span><span class="p">(</span><span class="n">prof</span><span class="o">.</span><span class="n">key_averages</span><span class="p">()</span><span class="o">.</span><span class="n">table</span><span class="p">(</span><span class="n">sort_by</span><span class="o">=</span><span class="s2">"cpu_time_total"</span><span class="p">,</span> <span class="n">row_limit</span><span class="o">=</span><span class="mi">30</span><span class="p">))</span> </pre></div> </div> <p>Although the overall latency didn’t change significantly, running more of the model on Inf1 instead of CPU will free up CPU resources when multiple models are running in parallel.</p> </div> </div> <div class="section" id="end-to-end-compilation-and-inference"> <h2><a class="toc-backref" href="#id13">End-to-end Compilation and Inference</a><a class="headerlink" href="#end-to-end-compilation-and-inference" title="Permalink to this headline">#</a></h2> <p>In this section we provide standalone code that compiles and runs an optimized Detectron2 R-CNN on Inf1. Most of the code in this section is from the previous sections in this application note and it’s consolidated here for easy deployment. This section has the following main componennts:</p> <ol class="arabic simple"> <li><p>Preprocessing and compilation functions</p></li> <li><p>Wrappers that extract the R-CNN ResNet backbone, RPN Head, and RoI Head for compilation on Inf1.</p></li> <li><p>A <code class="docutils literal notranslate"><span class="pre">NeuronRCNN</span></code> wrapper that creates an optimized end-to-end Detectron2 R-CNN model for inference on Inf1</p></li> <li><p>Benchmarking code that runs parallelized inference for optimized throughput on Inf1</p></li> </ol> <div class="section" id="benchmarking"> <h3><a class="toc-backref" href="#id14">Benchmarking</a><a class="headerlink" href="#benchmarking" title="Permalink to this headline">#</a></h3> <p>In the benchmarkinng section, we load multiple optimized RCNN models and run them in parallel to maximize throughput.</p> <p>We use the experimental NeuronCore placement API, <code class="docutils literal notranslate"><span class="pre">torch_neuron.experimental.neuron_cores_context()</span></code>, to ensure all compiled models in an optimized RCNN model are loaded onto the same NeuronCore. Please note that the functionality and API of <code class="docutils literal notranslate"><span class="pre">torch_neuron.experimental.neuron_cores_context()</span></code> might change in future releases.</p> <p>We define a simple benchmark function that loads four optimized RCNN models onto four separate NeuronCores, runs multithreaded inference, and calculates the corresponding latency and throughput. We benchmark various numbers of loaded models to show the impact of parallelism.</p> <p>We observe that throughput increases (at the cost of latency) when more models are run in parallel on Inf1. Increasing the number of worker threads also improves throughput.</p> </div> <div class="section" id="other-improvements"> <h3><a class="toc-backref" href="#id15">Other improvements</a><a class="headerlink" href="#other-improvements" title="Permalink to this headline">#</a></h3> <p>There are many additional optimizations that can be applied to RCNN models on Inf1 depending on the application:</p> <div class="section" id="for-latency-sensitive-applications"> <h4><a class="toc-backref" href="#id16">For latency sensitive applications:</a><a class="headerlink" href="#for-latency-sensitive-applications" title="Permalink to this headline">#</a></h4> <ul class="simple"> <li><p>Each of the five layers in the RPN head can be parallelized to decrease the overall latency.</p></li> <li><p>The number of OMP Threads can be increased in the ROI Align kernel. Both of these optimizations will improve latency at the cost of decreasing throughput.</p></li> </ul> </div> <div class="section" id="for-throughput-sensitive-applications"> <h4><a class="toc-backref" href="#id17">For throughput sensitive applications:</a><a class="headerlink" href="#for-throughput-sensitive-applications" title="Permalink to this headline">#</a></h4> <ul class="simple"> <li><p>The input batch size can be increased to improve the NeuronCore utilization.</p></li> </ul> <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">time</span> <span class="kn">import</span> <span class="nn">os</span> <span class="kn">import</span> <span class="nn">urllib.request</span> <span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">Callable</span> <span class="kn">import</span> <span class="nn">cv2</span> <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span> <span class="kn">from</span> <span class="nn">concurrent.futures</span> <span class="kn">import</span> <span class="n">ThreadPoolExecutor</span> <span class="kn">import</span> <span class="nn">torch</span> <span class="kn">import</span> <span class="nn">torch_neuron</span> <span class="kn">from</span> <span class="nn">detectron2</span> <span class="kn">import</span> <span class="n">model_zoo</span> <span class="kn">from</span> <span class="nn">detectron2.engine</span> <span class="kn">import</span> <span class="n">DefaultPredictor</span> <span class="kn">from</span> <span class="nn">detectron2.config</span> <span class="kn">import</span> <span class="n">get_cfg</span> <span class="kn">from</span> <span class="nn">detectron2.modeling.meta_arch.rcnn</span> <span class="kn">import</span> <span class="n">GeneralizedRCNN</span> <span class="c1"># -----------------------------------------------------------------------------</span> <span class="c1"># Helper functions</span> <span class="c1"># -----------------------------------------------------------------------------</span> <span class="k">def</span> <span class="nf">get_model</span><span class="p">():</span> <span class="c1"># Configure the R-CNN model</span> <span class="n">CONFIG_FILE</span> <span class="o">=</span> <span class="s2">"COCO-Detection/faster_rcnn_R_101_FPN_3x.yaml"</span> <span class="n">WEIGHTS_FILE</span> <span class="o">=</span> <span class="s2">"COCO-Detection/faster_rcnn_R_101_FPN_3x.yaml"</span> <span class="n">cfg</span> <span class="o">=</span> <span class="n">get_cfg</span><span class="p">()</span> <span class="n">cfg</span><span class="o">.</span><span class="n">merge_from_file</span><span class="p">(</span><span class="n">model_zoo</span><span class="o">.</span><span class="n">get_config_file</span><span class="p">(</span><span class="n">CONFIG_FILE</span><span class="p">))</span> <span class="n">cfg</span><span class="o">.</span><span class="n">MODEL</span><span class="o">.</span><span class="n">WEIGHTS</span> <span class="o">=</span> <span class="n">model_zoo</span><span class="o">.</span><span class="n">get_checkpoint_url</span><span class="p">(</span><span class="n">WEIGHTS_FILE</span><span class="p">)</span> <span class="n">cfg</span><span class="o">.</span><span class="n">MODEL</span><span class="o">.</span><span class="n">ROI_HEADS</span><span class="o">.</span><span class="n">SCORE_THRESH_TEST</span> <span class="o">=</span> <span class="mf">0.5</span> <span class="n">cfg</span><span class="o">.</span><span class="n">MODEL</span><span class="o">.</span><span class="n">DEVICE</span> <span class="o">=</span> <span class="s1">'cpu'</span> <span class="c1"># Send to CPU for Neuron Tracing</span> <span class="c1"># Create the R-CNN predictor wrapper</span> <span class="n">predictor</span> <span class="o">=</span> <span class="n">DefaultPredictor</span><span class="p">(</span><span class="n">cfg</span><span class="p">)</span> <span class="k">return</span> <span class="n">predictor</span> <span class="k">def</span> <span class="nf">get_image</span><span class="p">():</span> <span class="c1"># Get a sample image</span> <span class="n">filename</span> <span class="o">=</span> <span class="s1">'input.jpg'</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">filename</span><span class="p">):</span> <span class="n">url</span> <span class="o">=</span> <span class="s2">"http://images.cocodataset.org/val2017/000000439715.jpg"</span> <span class="n">urllib</span><span class="o">.</span><span class="n">request</span><span class="o">.</span><span class="n">urlretrieve</span><span class="p">(</span><span class="n">url</span><span class="p">,</span> <span class="n">filename</span><span class="p">)</span> <span class="k">return</span> <span class="n">filename</span> <span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span><span class="n">original_image</span><span class="p">,</span> <span class="n">predictor</span><span class="p">):</span> <span class="w"> </span><span class="sd">"""</span> <span class="sd"> A basic preprocessing function that sets the input height=800 and</span> <span class="sd"> input width=800. The function is derived from the preprocessing</span> <span class="sd"> steps in the Detectron2 `DefaultPredictor` module.</span> <span class="sd"> """</span> <span class="n">height</span><span class="p">,</span> <span class="n">width</span> <span class="o">=</span> <span class="n">original_image</span><span class="o">.</span><span class="n">shape</span><span class="p">[:</span><span class="mi">2</span><span class="p">]</span> <span class="n">resize_func</span> <span class="o">=</span> <span class="n">predictor</span><span class="o">.</span><span class="n">aug</span><span class="o">.</span><span class="n">get_transform</span><span class="p">(</span><span class="n">original_image</span><span class="p">)</span> <span class="n">resize_func</span><span class="o">.</span><span class="n">new_h</span> <span class="o">=</span> <span class="mi">800</span> <span class="c1"># Override height</span> <span class="n">resize_func</span><span class="o">.</span><span class="n">new_w</span> <span class="o">=</span> <span class="mi">800</span> <span class="c1"># Override width</span> <span class="n">image</span> <span class="o">=</span> <span class="n">resize_func</span><span class="o">.</span><span class="n">apply_image</span><span class="p">(</span><span class="n">original_image</span><span class="p">)</span> <span class="n">image</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">as_tensor</span><span class="p">(</span><span class="n">image</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">"float32"</span><span class="p">)</span><span class="o">.</span><span class="n">transpose</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span> <span class="n">inputs</span> <span class="o">=</span> <span class="p">{</span><span class="s2">"image"</span><span class="p">:</span> <span class="n">image</span><span class="p">,</span> <span class="s2">"height"</span><span class="p">:</span> <span class="n">height</span><span class="p">,</span> <span class="s2">"width"</span><span class="p">:</span> <span class="n">width</span><span class="p">}</span> <span class="k">return</span> <span class="n">inputs</span> <span class="c1"># -----------------------------------------------------------------------------</span> <span class="c1"># Neuron modules</span> <span class="c1"># -----------------------------------------------------------------------------</span> <span class="k">class</span> <span class="nc">NeuronFusedBackboneRPNHead</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span> <span class="w"> </span><span class="sd">"""</span> <span class="sd"> Wrapper to compile the fused ResNet backbone and RPN Head.</span> <span class="sd"> """</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">:</span> <span class="n">GeneralizedRCNN</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span> <span class="bp">self</span><span class="o">.</span><span class="n">backbone</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">backbone</span> <span class="bp">self</span><span class="o">.</span><span class="n">rpn_head</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">proposal_generator</span><span class="o">.</span><span class="n">rpn_head</span> <span class="bp">self</span><span class="o">.</span><span class="n">in_features</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">proposal_generator</span><span class="o">.</span><span class="n">in_features</span> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span> <span class="n">features</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">backbone</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="n">features_</span> <span class="o">=</span> <span class="p">[</span><span class="n">features</span><span class="p">[</span><span class="n">f</span><span class="p">]</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">in_features</span><span class="p">]</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">rpn_head</span><span class="p">(</span><span class="n">features_</span><span class="p">),</span> <span class="n">features</span> <span class="k">class</span> <span class="nc">BackboneRPN</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span> <span class="w"> </span><span class="sd">"""</span> <span class="sd"> Wrapper that uses the compiled `neuron_backbone_rpn` instead</span> <span class="sd"> of the original backbone and RPN Head. We copy the remainder</span> <span class="sd"> of the RPN `forward` code (`predictor.model.proposal_generator.forward`)</span> <span class="sd"> to create a "fused" backbone + RPN module.</span> <span class="sd"> """</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">:</span> <span class="n">GeneralizedRCNN</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span> <span class="bp">self</span><span class="o">.</span><span class="n">backbone_rpn_head</span> <span class="o">=</span> <span class="n">NeuronFusedBackboneRPNHead</span><span class="p">(</span><span class="n">model</span><span class="p">)</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rpn</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">proposal_generator</span> <span class="bp">self</span><span class="o">.</span><span class="n">in_features</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">proposal_generator</span><span class="o">.</span><span class="n">in_features</span> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">images</span><span class="p">):</span> <span class="n">preds</span><span class="p">,</span> <span class="n">features</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">backbone_rpn_head</span><span class="p">(</span><span class="n">images</span><span class="o">.</span><span class="n">tensor</span><span class="p">)</span> <span class="n">features_</span> <span class="o">=</span> <span class="p">[</span><span class="n">features</span><span class="p">[</span><span class="n">f</span><span class="p">]</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">in_features</span><span class="p">]</span> <span class="n">pred_objectness_logits</span><span class="p">,</span> <span class="n">pred_anchor_deltas</span> <span class="o">=</span> <span class="n">preds</span> <span class="n">anchors</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rpn</span><span class="o">.</span><span class="n">anchor_generator</span><span class="p">(</span><span class="n">features_</span><span class="p">)</span> <span class="c1"># Transpose the Hi*Wi*A dimension to the middle:</span> <span class="n">pred_objectness_logits</span> <span class="o">=</span> <span class="p">[</span> <span class="c1"># (N, A, Hi, Wi) -&gt; (N, Hi, Wi, A) -&gt; (N, Hi*Wi*A)</span> <span class="n">score</span><span class="o">.</span><span class="n">permute</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">flatten</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">score</span> <span class="ow">in</span> <span class="n">pred_objectness_logits</span> <span class="p">]</span> <span class="n">pred_anchor_deltas</span> <span class="o">=</span> <span class="p">[</span> <span class="c1"># (N, A*B, Hi, Wi) -&gt; (N, A, B, Hi, Wi) -&gt; (N, Hi, Wi, A, B) -&gt; (N, Hi*Wi*A, B)</span> <span class="n">x</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rpn</span><span class="o">.</span><span class="n">anchor_generator</span><span class="o">.</span><span class="n">box_dim</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="o">-</span><span class="mi">2</span><span class="p">],</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span> <span class="o">.</span><span class="n">permute</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span> <span class="o">.</span><span class="n">flatten</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">2</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">pred_anchor_deltas</span> <span class="p">]</span> <span class="n">proposals</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_rpn</span><span class="o">.</span><span class="n">predict_proposals</span><span class="p">(</span> <span class="n">anchors</span><span class="p">,</span> <span class="n">pred_objectness_logits</span><span class="p">,</span> <span class="n">pred_anchor_deltas</span><span class="p">,</span> <span class="n">images</span><span class="o">.</span><span class="n">image_sizes</span> <span class="p">)</span> <span class="k">return</span> <span class="n">proposals</span><span class="p">,</span> <span class="n">features</span> <span class="k">class</span> <span class="nc">NeuronBoxHeadBoxPredictor</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span> <span class="w"> </span><span class="sd">"""</span> <span class="sd"> Wrapper that extracts the RoI Box Head and Box Predictor</span> <span class="sd"> for compilation.</span> <span class="sd"> """</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">:</span> <span class="n">GeneralizedRCNN</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">roi_heads</span> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">box_features</span><span class="p">):</span> <span class="n">box_features</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span><span class="o">.</span><span class="n">box_head</span><span class="p">(</span><span class="n">box_features</span><span class="p">)</span> <span class="n">predictions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span><span class="o">.</span><span class="n">box_predictor</span><span class="p">(</span><span class="n">box_features</span><span class="p">)</span> <span class="k">return</span> <span class="n">predictions</span> <span class="k">class</span> <span class="nc">ROIHead</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span> <span class="w"> </span><span class="sd">"""</span> <span class="sd"> Wrapper that combines the compiled `roi_heads` into the</span> <span class="sd"> rest of the RoI module. The `_forward_box` and `forward`</span> <span class="sd"> functions are from the `predictor.model.roi_heads` module.</span> <span class="sd"> """</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">:</span> <span class="n">GeneralizedRCNN</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">roi_heads</span> <span class="bp">self</span><span class="o">.</span><span class="n">neuron_box_head_predictor</span> <span class="o">=</span> <span class="n">NeuronBoxHeadBoxPredictor</span><span class="p">(</span><span class="n">model</span><span class="p">)</span> <span class="k">def</span> <span class="nf">_forward_box</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">features</span><span class="p">,</span> <span class="n">proposals</span><span class="p">):</span> <span class="n">features</span> <span class="o">=</span> <span class="p">[</span><span class="n">features</span><span class="p">[</span><span class="n">f</span><span class="p">]</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span><span class="o">.</span><span class="n">box_in_features</span><span class="p">]</span> <span class="n">box_features</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span><span class="o">.</span><span class="n">box_pooler</span><span class="p">(</span> <span class="n">features</span><span class="p">,</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">proposal_boxes</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">proposals</span><span class="p">])</span> <span class="n">predictions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">neuron_box_head_predictor</span><span class="p">(</span><span class="n">box_features</span><span class="p">)</span> <span class="n">pred_instances</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span><span class="o">.</span><span class="n">box_predictor</span><span class="o">.</span><span class="n">inference</span><span class="p">(</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">proposals</span><span class="p">)</span> <span class="k">return</span> <span class="n">pred_instances</span> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">images</span><span class="p">,</span> <span class="n">features</span><span class="p">,</span> <span class="n">proposals</span><span class="p">,</span> <span class="n">targets</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> <span class="n">pred_instances</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_forward_box</span><span class="p">(</span><span class="n">features</span><span class="p">,</span> <span class="n">proposals</span><span class="p">)</span> <span class="n">pred_instances</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span><span class="o">.</span><span class="n">forward_with_given_boxes</span><span class="p">(</span> <span class="n">features</span><span class="p">,</span> <span class="n">pred_instances</span><span class="p">)</span> <span class="k">return</span> <span class="n">pred_instances</span><span class="p">,</span> <span class="p">{}</span> <span class="k">class</span> <span class="nc">NeuronRCNN</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span> <span class="w"> </span><span class="sd">"""</span> <span class="sd"> Wrapper that uses the fused backbone + RPN module and the optimized RoI</span> <span class="sd"> Heads wrapper</span> <span class="sd"> """</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">:</span> <span class="n">GeneralizedRCNN</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span> <span class="c1"># Create fused Backbone + RPN</span> <span class="bp">self</span><span class="o">.</span><span class="n">backbone_rpn</span> <span class="o">=</span> <span class="n">BackboneRPN</span><span class="p">(</span><span class="n">model</span><span class="p">)</span> <span class="c1"># Create Neuron RoI Head</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span> <span class="o">=</span> <span class="n">ROIHead</span><span class="p">(</span><span class="n">model</span><span class="p">)</span> <span class="c1"># Define pre and post-processing functions</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocess_image</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">preprocess_image</span> <span class="bp">self</span><span class="o">.</span><span class="n">_postprocess</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">_postprocess</span> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">batched_inputs</span><span class="p">):</span> <span class="n">images</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">preprocess_image</span><span class="p">(</span><span class="n">batched_inputs</span><span class="p">)</span> <span class="n">proposals</span><span class="p">,</span> <span class="n">features</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">backbone_rpn</span><span class="p">(</span><span class="n">images</span><span class="p">)</span> <span class="n">results</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">roi_heads</span><span class="p">(</span><span class="n">images</span><span class="p">,</span> <span class="n">features</span><span class="p">,</span> <span class="n">proposals</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_postprocess</span><span class="p">(</span><span class="n">results</span><span class="p">,</span> <span class="n">batched_inputs</span><span class="p">,</span> <span class="n">images</span><span class="o">.</span><span class="n">image_sizes</span><span class="p">)</span> <span class="c1"># -----------------------------------------------------------------------------</span> <span class="c1"># Compilation functions</span> <span class="c1"># -----------------------------------------------------------------------------</span> <span class="k">def</span> <span class="nf">compile</span><span class="p">(</span> <span class="n">model</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="n">Callable</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">],</span> <span class="n">example_inputs</span><span class="p">:</span> <span class="n">Any</span><span class="p">,</span> <span class="n">filename</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span> <span class="p">)</span> <span class="o">-&gt;</span> <span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">:</span> <span class="w"> </span><span class="sd">"""</span> <span class="sd"> Compiles the model for Inf1 if it doesn't already exist and saves it as the provided filename.</span> <span class="sd"> model: A module or function which defines a torch model or computation.</span> <span class="sd"> example_inputs: An example set of inputs which will be passed to the</span> <span class="sd"> `model` during compilation.</span> <span class="sd"> filename: Name of the compiled model</span> <span class="sd"> kwargs: Extra `torch_neuron.trace` kwargs</span> <span class="sd"> """</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">filename</span><span class="p">):</span> <span class="k">with</span> <span class="n">torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">():</span> <span class="n">compiled_model</span> <span class="o">=</span> <span class="n">torch_neuron</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">example_inputs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">compiled_model</span><span class="p">,</span> <span class="n">filename</span><span class="p">)</span> <span class="c1"># -----------------------------------------------------------------------------</span> <span class="c1"># Benchmarking function</span> <span class="c1"># -----------------------------------------------------------------------------</span> <span class="k">def</span> <span class="nf">benchmark</span><span class="p">(</span><span class="n">backbone_rpn_filename</span><span class="p">,</span> <span class="n">roi_head_filename</span><span class="p">,</span> <span class="n">inputs</span><span class="p">,</span> <span class="n">n_models</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">n_threads</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">iterations</span><span class="o">=</span><span class="mi">200</span><span class="p">):</span> <span class="w"> </span><span class="sd">"""</span> <span class="sd"> A simple benchmarking function that loads `n_models` optimized</span> <span class="sd"> models onto separate NeuronCores, runs multithreaded inference,</span> <span class="sd"> and calculates the corresponding latency and throughput.</span> <span class="sd"> """</span> <span class="c1"># Load models</span> <span class="n">models</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_models</span><span class="p">):</span> <span class="k">with</span> <span class="n">torch_neuron</span><span class="o">.</span><span class="n">experimental</span><span class="o">.</span><span class="n">neuron_cores_context</span><span class="p">(</span><span class="n">i</span><span class="p">):</span> <span class="c1"># Create the RCNN with the fused backbone + RPN Head and compiled RoI Heads</span> <span class="c1"># Initialize an R-CNN on CPU</span> <span class="n">predictor</span> <span class="o">=</span> <span class="n">get_model</span><span class="p">()</span> <span class="c1"># Create the Neuron R-CNN on CPU</span> <span class="n">neuron_rcnn</span> <span class="o">=</span> <span class="n">NeuronRCNN</span><span class="p">(</span><span class="n">predictor</span><span class="o">.</span><span class="n">model</span><span class="p">)</span> <span class="n">neuron_rcnn</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span> <span class="c1"># Inject the Neuron compiled models</span> <span class="n">neuron_rcnn</span><span class="o">.</span><span class="n">backbone_rpn</span><span class="o">.</span><span class="n">backbone_rpn_head</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">backbone_rpn_filename</span><span class="p">)</span> <span class="n">neuron_rcnn</span><span class="o">.</span><span class="n">roi_heads</span><span class="o">.</span><span class="n">neuron_box_head_predictor</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">roi_head_filename</span><span class="p">)</span> <span class="n">models</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">neuron_rcnn</span><span class="p">)</span> <span class="c1"># Warmup</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">8</span><span class="p">):</span> <span class="k">for</span> <span class="n">model</span> <span class="ow">in</span> <span class="n">models</span><span class="p">:</span> <span class="n">model</span><span class="p">([</span><span class="n">inputs</span><span class="p">])</span> <span class="n">latencies</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># Thread task</span> <span class="k">def</span> <span class="nf">task</span><span class="p">(</span><span class="n">i</span><span class="p">):</span> <span class="n">start</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="n">models</span><span class="p">[</span><span class="n">i</span><span class="p">]([</span><span class="n">inputs</span><span class="p">])</span> <span class="n">finish</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="n">latencies</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">finish</span> <span class="o">-</span> <span class="n">start</span><span class="p">)</span> <span class="o">*</span> <span class="mi">1000</span><span class="p">)</span> <span class="n">begin</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="k">with</span> <span class="n">ThreadPoolExecutor</span><span class="p">(</span><span class="n">max_workers</span><span class="o">=</span><span class="n">n_threads</span><span class="p">)</span> <span class="k">as</span> <span class="n">pool</span><span class="p">:</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">iterations</span><span class="p">):</span> <span class="n">pool</span><span class="o">.</span><span class="n">submit</span><span class="p">(</span><span class="n">task</span><span class="p">,</span> <span class="n">i</span> <span class="o">%</span> <span class="n">n_models</span><span class="p">)</span> <span class="n">end</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="c1"># Compute metrics</span> <span class="n">boundaries</span> <span class="o">=</span> <span class="p">[</span><span class="mi">50</span><span class="p">,</span> <span class="mi">95</span><span class="p">,</span> <span class="mi">99</span><span class="p">]</span> <span class="n">names</span> <span class="o">=</span> <span class="p">[</span><span class="sa">f</span><span class="s1">'Latency P</span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s1"> (ms)'</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">boundaries</span><span class="p">]</span> <span class="n">percentiles</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">percentile</span><span class="p">(</span><span class="n">latencies</span><span class="p">,</span> <span class="n">boundaries</span><span class="p">)</span> <span class="n">duration</span> <span class="o">=</span> <span class="n">end</span> <span class="o">-</span> <span class="n">begin</span> <span class="c1"># Display metrics</span> <span class="n">results</span> <span class="o">=</span> <span class="p">{</span> <span class="s1">'Samples'</span><span class="p">:</span> <span class="n">iterations</span><span class="p">,</span> <span class="s1">'Batch Size'</span><span class="p">:</span> <span class="n">batch_size</span><span class="p">,</span> <span class="s1">'Models'</span><span class="p">:</span> <span class="n">n_models</span><span class="p">,</span> <span class="s1">'Threads'</span><span class="p">:</span> <span class="n">n_threads</span><span class="p">,</span> <span class="s1">'Duration (s)'</span><span class="p">:</span> <span class="n">end</span> <span class="o">-</span> <span class="n">begin</span><span class="p">,</span> <span class="s1">'Throughput (inf/s)'</span><span class="p">:</span> <span class="p">(</span><span class="n">batch_size</span> <span class="o">*</span> <span class="n">iterations</span><span class="p">)</span> <span class="o">/</span> <span class="n">duration</span><span class="p">,</span> <span class="o">**</span><span class="nb">dict</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">names</span><span class="p">,</span> <span class="n">percentiles</span><span class="p">)),</span> <span class="p">}</span> <span class="nb">print</span><span class="p">(</span><span class="s1">'-'</span> <span class="o">*</span> <span class="mi">80</span><span class="p">)</span> <span class="n">pad</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">len</span><span class="p">,</span> <span class="n">results</span><span class="p">))</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">results</span><span class="o">.</span><span class="n">items</span><span class="p">():</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">float</span><span class="p">):</span> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">'</span><span class="si">{</span><span class="n">key</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="s2">":"</span><span class="w"> </span><span class="si">:</span><span class="s1">&lt;</span><span class="si">{</span><span class="n">pad</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="si">}}</span><span class="s1"> </span><span class="si">{</span><span class="n">value</span><span class="si">:</span><span class="s1">0.3f</span><span class="si">}</span><span class="s1">'</span><span class="p">)</span> <span class="k">else</span><span class="p">:</span> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">'</span><span class="si">{</span><span class="n">key</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="s2">":"</span><span class="w"> </span><span class="si">:</span><span class="s1">&lt;</span><span class="si">{</span><span class="n">pad</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="si">}}</span><span class="s1"> </span><span class="si">{</span><span class="n">value</span><span class="si">}</span><span class="s1">'</span><span class="p">)</span> <span class="nb">print</span><span class="p">()</span> <span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">"__main__"</span><span class="p">:</span> <span class="c1"># Create and compile the combined backbone and RPN Head wrapper</span> <span class="n">backbone_rpn_filename</span> <span class="o">=</span> <span class="s1">'backbone_rpn.pt'</span> <span class="n">predictor</span> <span class="o">=</span> <span class="n">get_model</span><span class="p">()</span> <span class="n">backbone_rpn_wrapper</span> <span class="o">=</span> <span class="n">NeuronFusedBackboneRPNHead</span><span class="p">(</span><span class="n">predictor</span><span class="o">.</span><span class="n">model</span><span class="p">)</span> <span class="n">backbone_rpn_wrapper</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span> <span class="n">example</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">rand</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">800</span><span class="p">,</span> <span class="mi">800</span><span class="p">])</span> <span class="nb">compile</span><span class="p">(</span><span class="n">backbone_rpn_wrapper</span><span class="p">,</span> <span class="n">example</span><span class="p">,</span> <span class="n">backbone_rpn_filename</span><span class="p">,</span> <span class="n">strict</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> <span class="c1"># Create and compile the RoI Head wrapper</span> <span class="n">roi_head_filename</span> <span class="o">=</span> <span class="s1">'box_head_predictor.pt'</span> <span class="n">predictor</span> <span class="o">=</span> <span class="n">get_model</span><span class="p">()</span> <span class="n">box_head_predictor</span> <span class="o">=</span> <span class="n">NeuronBoxHeadBoxPredictor</span><span class="p">(</span><span class="n">predictor</span><span class="o">.</span><span class="n">model</span><span class="p">)</span> <span class="n">box_head_predictor</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span> <span class="n">example</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">rand</span><span class="p">([</span><span class="mi">1000</span><span class="p">,</span> <span class="mi">256</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">7</span><span class="p">])</span> <span class="nb">compile</span><span class="p">(</span><span class="n">box_head_predictor</span><span class="p">,</span> <span class="n">example</span><span class="p">,</span> <span class="n">roi_head_filename</span><span class="p">)</span> <span class="c1"># Download a sample image from the COCO dataset and read it</span> <span class="n">image_filename</span> <span class="o">=</span> <span class="n">get_image</span><span class="p">()</span> <span class="n">image</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="n">image_filename</span><span class="p">)</span> <span class="n">inputs</span> <span class="o">=</span> <span class="n">preprocess</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">get_model</span><span class="p">())</span> <span class="c1"># Benchmark the Neuron R-CNN model for various numbers of loaded models</span> <span class="n">benchmark</span><span class="p">(</span><span class="n">backbone_rpn_filename</span><span class="p">,</span> <span class="n">roi_head_filename</span><span class="p">,</span> <span class="n">inputs</span><span class="p">,</span> <span class="n">n_models</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">n_threads</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span> <span class="n">benchmark</span><span class="p">(</span><span class="n">backbone_rpn_filename</span><span class="p">,</span> <span class="n">roi_head_filename</span><span class="p">,</span> <span class="n">inputs</span><span class="p">,</span> <span class="n">n_models</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">n_threads</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span> <span class="n">benchmark</span><span class="p">(</span><span class="n">backbone_rpn_filename</span><span class="p">,</span> <span class="n">roi_head_filename</span><span class="p">,</span> <span class="n">inputs</span><span class="p">,</span> <span class="n">n_models</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">n_threads</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span> <span class="n">benchmark</span><span class="p">(</span><span class="n">backbone_rpn_filename</span><span class="p">,</span> <span class="n">roi_head_filename</span><span class="p">,</span> <span class="n">inputs</span><span class="p">,</span> <span class="n">n_models</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">n_threads</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span> <span class="n">benchmark</span><span class="p">(</span><span class="n">backbone_rpn_filename</span><span class="p">,</span> <span class="n">roi_head_filename</span><span class="p">,</span> <span class="n">inputs</span><span class="p">,</span> <span class="n">n_models</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">n_threads</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span> <span class="n">benchmark</span><span class="p">(</span><span class="n">backbone_rpn_filename</span><span class="p">,</span> <span class="n">roi_head_filename</span><span class="p">,</span> <span class="n">inputs</span><span class="p">,</span> <span class="n">n_models</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">n_threads</span><span class="o">=</span><span class="mi">8</span><span class="p">)</span> </pre></div> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../perf/neuron-cc/parallel-ncgs.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Parallel Execution using NEURON_RT_NUM_CORES</p> </div> </a> <a class="right-next" id="next-link" href="../transformers-neuronx/generative-llm-inference-with-neuron.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Generative LLM inference with Neuron</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:23.276Z
Neuron FAQ — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/faq.html
# Neuron FAQ — AWS Neuron Documentation - [repository](https://github.com/aws-neuron/aws-neuron-sdk) - [open issue](https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/faq.html&body=Your%20issue%20content%20here.) - [suggest edit](https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/faq.rst) - [.rst](../_sources/general/faq.rst.txt) Contents - [Neuron 2.x FAQ](#neuron-2-x-faq) - [Training Only FAQ](#training-only-faq) - [Inference Only FAQ](#inference-only-faq) - [Runtime FAQ](#runtime-faq) - [Compiler FAQ](#compiler-faq) - [Neuron Containers](#neuron-containers) - [ONNX FAQ](#onnx-faq) - [Support](#support) ## Neuron FAQ ## Contents - [Neuron 2.x FAQ](#neuron-2-x-faq) - [Training Only FAQ](#training-only-faq) - [Inference Only FAQ](#inference-only-faq) - [Runtime FAQ](#runtime-faq) - [Compiler FAQ](#compiler-faq) - [Neuron Containers](#neuron-containers) - [ONNX FAQ](#onnx-faq) - [Support](#support) _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Neuron FAQ[#](#neuron-faq "Permalink to this headline") Table of contents - [Neuron 2.x FAQ](#neuron-2-x-faq) - [Training Only FAQ](#training-only-faq) - [Inference Only FAQ](#inference-only-faq) - [Runtime FAQ](#runtime-faq) - [Compiler FAQ](#compiler-faq) - [Neuron Containers](#neuron-containers) - [ONNX FAQ](#onnx-faq) - [Support](#support) ## [Neuron 2.x FAQ](#id2)[#](#neuron-2-x-faq "Permalink to this headline") - [Neuron 2.x Introduction at Trn1 GA - FAQ](faq/neuron2-intro-faq.html#neuron2-intro-faq) ## [Training Only FAQ](#id3)[#](#training-only-faq "Permalink to this headline") - [Training with Neuron - FAQ](faq/training/neuron-training.html#neuron-training-faq) ## [Inference Only FAQ](#id4)[#](#inference-only-faq "Permalink to this headline") - [Inference with Neuron - FAQ](faq/inference/neuron-faq.html#neuron-f1-faq) - [Troubleshooting for Inf1 - FAQ](faq/inference/trouble-shooting-faq.html#trouble-shooting-inf1-faq) - [TensorFlow 1.x FAQ](../frameworks/tensorflow/tensorflow-neuron/tf1_faq.html#tf1-faq) - [TensorFlow 2.x FAQ](../frameworks/tensorflow/tensorflow-neuron/tf2_faq.html#tf2-faq) - [NeuronPerf](../tools/neuronperf/neuronperf_faq.html#neuronperf-faq) ## [Runtime FAQ](#id5)[#](#runtime-faq "Permalink to this headline") - [Neuron Runtime FAQ](../neuron-runtime/faq.html#neuron-runtime-faq) ## [Compiler FAQ](#id6)[#](#compiler-faq "Permalink to this headline") - [Neuron Compiler FAQ (neuronx-cc)](../compiler/neuronx-cc/faq.html#neuronx-compiler-faq) - [Neuron Compiler FAQ (neuron-cc)](../compiler/neuron-cc/faq.html#neuron-compiler-faq) ## [Neuron Containers](#id7)[#](#neuron-containers "Permalink to this headline") - [Neuron Containers FAQ](../containers/faq.html#container-faq) ## [ONNX FAQ](#id8)[#](#onnx-faq "Permalink to this headline") - [ONNX FAQ](faq/onnx-faq.html#onnx-faq) ## [Support](#id9)[#](#support "Permalink to this headline") - [Roadmap FAQ](faq/roadmap-faq.html#neuron-roadmap-faq) - [Contributing Guidelines FAQs](faq/contributing-faq.html#contribute-faq) _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Neuron FAQ — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Troubleshooting Guide" href="troubleshooting.html"> <link rel="prev" title="Generative LLM inference with Neuron" href="appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/faq", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> </head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1 current active"> <a class="current reference internal" href="#"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/faq.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/faq.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/general/faq.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-2-x-faq"> Neuron 2.x FAQ </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#training-only-faq"> Training Only FAQ </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#inference-only-faq"> Inference Only FAQ </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#runtime-faq"> Runtime FAQ </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#compiler-faq"> Compiler FAQ </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-containers"> Neuron Containers </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#onnx-faq"> ONNX FAQ </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#support"> Support </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Neuron FAQ</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-2-x-faq"> Neuron 2.x FAQ </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#training-only-faq"> Training Only FAQ </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#inference-only-faq"> Inference Only FAQ </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#runtime-faq"> Runtime FAQ </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#compiler-faq"> Compiler FAQ </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-containers"> Neuron Containers </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#onnx-faq"> ONNX FAQ </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#support"> Support </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="neuron-faq"> <span id="id1"></span><h1>Neuron FAQ<a class="headerlink" href="#neuron-faq" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#neuron-2-x-faq" id="id2">Neuron 2.x FAQ</a></p></li> <li><p><a class="reference internal" href="#training-only-faq" id="id3">Training Only FAQ</a></p></li> <li><p><a class="reference internal" href="#inference-only-faq" id="id4">Inference Only FAQ</a></p></li> <li><p><a class="reference internal" href="#runtime-faq" id="id5">Runtime FAQ</a></p></li> <li><p><a class="reference internal" href="#compiler-faq" id="id6">Compiler FAQ</a></p></li> <li><p><a class="reference internal" href="#neuron-containers" id="id7">Neuron Containers</a></p></li> <li><p><a class="reference internal" href="#onnx-faq" id="id8">ONNX FAQ</a></p></li> <li><p><a class="reference internal" href="#support" id="id9">Support</a></p></li> </ul> </div> <div class="section" id="neuron-2-x-faq"> <h2><a class="toc-backref" href="#id2">Neuron 2.x FAQ</a><a class="headerlink" href="#neuron-2-x-faq" title="Permalink to this headline">#</a></h2> <ul class="simple"> <li><p><a class="reference internal" href="faq/neuron2-intro-faq.html#neuron2-intro-faq"><span class="std std-ref">Neuron 2.x Introduction at Trn1 GA - FAQ</span></a></p></li> </ul> </div> <div class="section" id="training-only-faq"> <h2><a class="toc-backref" href="#id3">Training Only FAQ</a><a class="headerlink" href="#training-only-faq" title="Permalink to this headline">#</a></h2> <ul class="simple"> <li><p><a class="reference internal" href="faq/training/neuron-training.html#neuron-training-faq"><span class="std std-ref">Training with Neuron - FAQ</span></a></p></li> </ul> </div> <div class="section" id="inference-only-faq"> <h2><a class="toc-backref" href="#id4">Inference Only FAQ</a><a class="headerlink" href="#inference-only-faq" title="Permalink to this headline">#</a></h2> <ul class="simple"> <li><p><a class="reference internal" href="faq/inference/neuron-faq.html#neuron-f1-faq"><span class="std std-ref">Inference with Neuron - FAQ</span></a></p></li> <li><p><a class="reference internal" href="faq/inference/trouble-shooting-faq.html#trouble-shooting-inf1-faq"><span class="std std-ref">Troubleshooting for Inf1 - FAQ</span></a></p></li> <li><p><a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tf1_faq.html#tf1-faq"><span class="std std-ref">TensorFlow 1.x FAQ</span></a></p></li> <li><p><a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tf2_faq.html#tf2-faq"><span class="std std-ref">TensorFlow 2.x FAQ</span></a></p></li> <li><p><a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html#neuronperf-faq"><span class="std std-ref">NeuronPerf</span></a></p></li> </ul> </div> <div class="section" id="runtime-faq"> <h2><a class="toc-backref" href="#id5">Runtime FAQ</a><a class="headerlink" href="#runtime-faq" title="Permalink to this headline">#</a></h2> <ul class="simple"> <li><p><a class="reference internal" href="../neuron-runtime/faq.html#neuron-runtime-faq"><span class="std std-ref">Neuron Runtime FAQ</span></a></p></li> </ul> </div> <div class="section" id="compiler-faq"> <h2><a class="toc-backref" href="#id6">Compiler FAQ</a><a class="headerlink" href="#compiler-faq" title="Permalink to this headline">#</a></h2> <ul class="simple"> <li><p><a class="reference internal" href="../compiler/neuronx-cc/faq.html#neuronx-compiler-faq"><span class="std std-ref">Neuron Compiler FAQ (neuronx-cc)</span></a></p></li> <li><p><a class="reference internal" href="../compiler/neuron-cc/faq.html#neuron-compiler-faq"><span class="std std-ref">Neuron Compiler FAQ (neuron-cc)</span></a></p></li> </ul> </div> <div class="section" id="neuron-containers"> <h2><a class="toc-backref" href="#id7">Neuron Containers</a><a class="headerlink" href="#neuron-containers" title="Permalink to this headline">#</a></h2> <ul class="simple"> <li><p><a class="reference internal" href="../containers/faq.html#container-faq"><span class="std std-ref">Neuron Containers FAQ</span></a></p></li> </ul> </div> <div class="section" id="onnx-faq"> <h2><a class="toc-backref" href="#id8">ONNX FAQ</a><a class="headerlink" href="#onnx-faq" title="Permalink to this headline">#</a></h2> <ul class="simple"> <li><p><a class="reference internal" href="faq/onnx-faq.html#onnx-faq"><span class="std std-ref">ONNX FAQ</span></a></p></li> </ul> </div> <div class="section" id="support"> <h2><a class="toc-backref" href="#id9">Support</a><a class="headerlink" href="#support" title="Permalink to this headline">#</a></h2> <ul class="simple"> <li><p><a class="reference internal" href="faq/roadmap-faq.html#neuron-roadmap-faq"><span class="std std-ref">Roadmap FAQ</span></a></p></li> <li><p><a class="reference internal" href="faq/contributing-faq.html#contribute-faq"><span class="std std-ref">Contributing Guidelines FAQs</span></a></p></li> </ul> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Generative LLM inference with Neuron</p> </div> </a> <a class="right-next" id="next-link" href="troubleshooting.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Troubleshooting Guide</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:23.538Z
Troubleshooting Guide — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/troubleshooting.html
# Troubleshooting Guide — AWS Neuron Documentation Table of contents - [Training Only Troubleshooting](#training-only-troubleshooting) - [Inference Only Troubleshooting](#inference-only-troubleshooting) - [Runtime Troubleshooting](#runtime-troubleshooting) - [Containers Troubleshooting](#containers-troubleshooting) - [Setup Troubleshooting](#setup-troubleshooting)
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Troubleshooting Guide — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Release Details" href="../release-notes/release.html"> <link rel="prev" title="Neuron FAQ" href="faq.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/troubleshooting", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l1 current active"> <a class="current reference internal" href="#"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/troubleshooting.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/troubleshooting.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/troubleshooting.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/troubleshooting.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/troubleshooting.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/troubleshooting.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/troubleshooting.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/troubleshooting.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/troubleshooting.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/troubleshooting.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/troubleshooting.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/troubleshooting.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/troubleshooting.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/troubleshooting.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/troubleshooting.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/troubleshooting.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/troubleshooting.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/troubleshooting.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/troubleshooting.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/troubleshooting.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/troubleshooting.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/troubleshooting.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/troubleshooting.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/troubleshooting.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/troubleshooting.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/troubleshooting.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/troubleshooting.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/troubleshooting.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/troubleshooting.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/troubleshooting.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/troubleshooting.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/troubleshooting.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/troubleshooting.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/general/troubleshooting.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#training-only-troubleshooting"> Training Only Troubleshooting </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#inference-only-troubleshooting"> Inference Only Troubleshooting </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#runtime-troubleshooting"> Runtime Troubleshooting </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#containers-troubleshooting"> Containers Troubleshooting </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-troubleshooting"> Setup Troubleshooting </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Troubleshooting Guide</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#training-only-troubleshooting"> Training Only Troubleshooting </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#inference-only-troubleshooting"> Inference Only Troubleshooting </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#runtime-troubleshooting"> Runtime Troubleshooting </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#containers-troubleshooting"> Containers Troubleshooting </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#setup-troubleshooting"> Setup Troubleshooting </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="troubleshooting-guide"> <span id="general-troubleshooting"></span><h1>Troubleshooting Guide<a class="headerlink" href="#troubleshooting-guide" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#training-only-troubleshooting" id="id1">Training Only Troubleshooting</a></p></li> <li><p><a class="reference internal" href="#inference-only-troubleshooting" id="id2">Inference Only Troubleshooting</a></p></li> <li><p><a class="reference internal" href="#runtime-troubleshooting" id="id3">Runtime Troubleshooting</a></p></li> <li><p><a class="reference internal" href="#containers-troubleshooting" id="id4">Containers Troubleshooting</a></p></li> <li><p><a class="reference internal" href="#setup-troubleshooting" id="id5">Setup Troubleshooting</a></p></li> </ul> </div> <div class="section" id="training-only-troubleshooting"> <h2><a class="toc-backref" href="#id1">Training Only Troubleshooting</a><a class="headerlink" href="#training-only-troubleshooting" title="Permalink to this headline">#</a></h2> <ul class="simple"> <li><p><a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html#pytorch-neuron-traning-troubleshooting"><span class="std std-ref">PyTorch Neuron for Training</span></a></p></li> </ul> </div> <div class="section" id="inference-only-troubleshooting"> <h2><a class="toc-backref" href="#id2">Inference Only Troubleshooting</a><a class="headerlink" href="#inference-only-troubleshooting" title="Permalink to this headline">#</a></h2> <ul class="simple"> <li><p><a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html#pytorch-neuron-inference-troubleshooting"><span class="std std-ref">PyTorch Neuron for Inference</span></a></p></li> <li><p><a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html#neuronperf-troubleshooting"><span class="std std-ref">NeuronPerf</span></a></p></li> <li><p><a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html#mxnet-troubleshooting-guide"><span class="std std-ref">MXNet Neuron</span></a></p></li> </ul> </div> <div class="section" id="runtime-troubleshooting"> <h2><a class="toc-backref" href="#id3">Runtime Troubleshooting</a><a class="headerlink" href="#runtime-troubleshooting" title="Permalink to this headline">#</a></h2> <ul class="simple"> <li><p><a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html#nrt-troubleshooting"><span class="std std-ref">Neuron Runtime Troubleshooting on Inf1 and Trn1</span></a></p></li> </ul> </div> <div class="section" id="containers-troubleshooting"> <h2><a class="toc-backref" href="#id4">Containers Troubleshooting</a><a class="headerlink" href="#containers-troubleshooting" title="Permalink to this headline">#</a></h2> <ul class="simple"> <li><p><a class="reference internal" href="../containers/troubleshooting.html#container-troubleshooting"><span class="std std-ref">Containers</span></a></p></li> </ul> </div> <div class="section" id="setup-troubleshooting"> <h2><a class="toc-backref" href="#id5">Setup Troubleshooting</a><a class="headerlink" href="#setup-troubleshooting" title="Permalink to this headline">#</a></h2> <ul class="simple"> <li><p><a class="reference internal" href="setup/setup-troubleshooting.html#neuron-setup-troubleshooting"><span class="std std-ref">Neuron Setup Troubleshooting</span></a></p></li> </ul> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="faq.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Neuron FAQ</p> </div> </a> <a class="right-next" id="next-link" href="../release-notes/release.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Release Details</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:23.735Z
Parallel Execution using NEURON_RT_NUM_CORES — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/appnotes/perf/neuron-cc/parallel-ncgs.html
# Parallel Execution using NEURON\_RT\_NUM\_CORES — AWS Neuron Documentation _This document is relevant for_: `Inf1` ## Parallel Execution using NEURON\_RT\_NUM\_CORES[#](#parallel-execution-using-neuron-rt-num-cores "Permalink to this headline") ## Introduction[#](#introduction "Permalink to this headline") Inf1 instances are available with a different number of Inferentia chips, each Inferentia chip is combined of 4 NeuronCores and an Inf1 instance includes 4 to 64 NeuronCores depending on the instance size. This guide will show you how to load one or more compiled models into different consecutive groups of NeuronCores using your framework of choice. ## Data Parallel Execution[#](#data-parallel-execution "Permalink to this headline") In PyTorch and TensorFlow, the same compiled model can run in parallel on an Inf1 instance by loading it multiple times, up to the total number of NeuronCores specified in NEURON\_RT\_NUM\_CORES or NEURON\_RT\_VISIBLE\_CORES. For more information about NEURON\_RT\_NUM\_CORES and NEURON\_RT\_VISIBLE\_CORES, please refer to [Neuron Runtime Configuration](../../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration). ### Running multiple models using single process[#](#running-multiple-models-using-single-process "Permalink to this headline") To run multiple models using single process, you set the environment variable `NEURON_RT_NUM_CORES` with a comma separated list of number of cores in each group. You can set `NEURON_RT_NUM_CORES` environment variable at runtime: ``` #!/bin/bash NEURON_RT_NUM_CORES=13 python your_neuron_application.py ``` Or from within your python process running your models (NOTE: you can only set it once in the same process at the beginning of the script): ``` #!/usr/bin/env python import os # Set Environment os.environ['NEURON_RT_NUM_CORES']='13' # Load models and run inferences ... ``` The below examples allow you to load 4 models into 4 groups of NeuronCores within one process. For example, if there are 4 models A, B, C, D compiled to 2, 4, 3, and 4 NeuronCores respectively, you directly load the models A, B, C, D in sequence within your TensorFlow or PyTorch Neuron process. This example requires an inf1.6xlarge instance with 16 NeuronCores, as the total number of NeuronCores within the NeuronCore Groups is 13. In MXNet, the mapping from models to NeuronCores is controlled by context `mx.neuron(neuron_core_index)` where `neuron_core_index` is the NeuronCore index at the start of the group. In the example above, you map model A to `mx.neuron(0)` context, model B to `mx.neuron(2)` context, model C to `mx.neuron(6)` context and model D to `mx.neuron(9)` context. For further details, please refer to [Flexible Execution Group (FlexEG) in Neuron-MXNet](../../mxnet-neuron/flex-eg.html#flexeg). For PyTorch For an automated data parallel solution in PyTorch, please see [Data Parallel Inference on Torch Neuron](../../torch-neuron/torch-neuron-dataparallel-app-note.html#torch-neuron-dataparallel-app-note) for more details. For Tensorflow ``` # Set Environment os.environ['NEURON_RT_NUM_CORES']='13' # Load models (TF2) model0 = tf.keras.models.load_model(model0_file) # loaded into the first group of NC0-NC1 model1 = tf.keras.models.load_model(model1_file) # loaded into the second group of NC2-NC5 model2 = tf.keras.models.load_model(model1_file) # loaded into the third group of NC6-NC8 model3 = tf.keras.models.load_model(model1_file) # loaded into the fourth group of NC9-NC12 # run inference by simply calling the loaded model results0 = model0(inputs0) results1 = model1(inputs1) results2 = model2(inputs2) results3 = model3(inputs3) ``` For MXNet 2.x: ``` # Set Environment os.environ['NEURON_RT_NUM_CORES']='13' # Load models (MXNet) # loaded into the first group of NC0-NC1 sym, args, aux = mx.model.load_checkpoint(mx_model0_file, 0) model0 = sym.bind(ctx=mx.neuron(0), args=args, aux_states=aux, grad_req='null') # loaded into the second group of NC2-NC5 sym, args, aux = mx.model.load_checkpoint(mx_model1_file, 0) model1 = sym.bind(ctx=mx.neuron(2), args=args, aux_states=aux, grad_req='null') # loaded into the third group of NC6-NC8 sym, args, aux = mx.model.load_checkpoint(mx_model2_file, 0) model2 = sym.bind(ctx=mx.neuron(6), args=args, aux_states=aux, grad_req='null') # loaded into the fourth group of NC9-NC12 sym, args, aux = mx.model.load_checkpoint(mx_model3_file, 0) model3 = sym.bind(ctx=mx.neuron(9), args=args, aux_states=aux, grad_req='null') # run inference by simply calling the loaded model results0 = model0.forward(data=inputs0) results1 = model1.forward(data=inputs1) results2 = model2.forward(data=inputs2) results3 = model3.forward(data=inputs3) ``` You can identify the NeuronCores used by each application using the `neuron-top` command line tool. For more information about the neuron-top user interface, please see [Neuron Top User Guide](../../../../tools/neuron-sys-tools/neuron-top-user-guide.html#neuron-top-ug). [![../../../../_images/multi_1core_models_multi_processes.png](../../../../_images/multi_1core_models_multi_processes.png)](../../../../_images/multi_1core_models_multi_processes.png) ### Running multiple models using multiple processes[#](#running-multiple-models-using-multiple-processes "Permalink to this headline") You can also run multiple models in parallel processes, when you set `NEURON_RT_NUM_CORES` per process: ``` $ NEURON_RT_NUM_CORES=2 python your_1st_neuron_application.py $ NEURON_RT_NUM_CORES=2 python your_2nd_neuron_application.py ``` The first process automatically selects a first set of 2 unused NeuronCores for its new group. The second process automatically selects a new set of 2 unused NeuronCores for its new group. [![../../../../_images/multi_2cores_models_multi_processes.png](../../../../_images/multi_2cores_models_multi_processes.png)](../../../../_images/multi_2cores_models_multi_processes.png) ### Running multiple models on the same NeuronCore group[#](#running-multiple-models-on-the-same-neuroncore-group "Permalink to this headline") You can load more than one model in a NeuronCore group within one process. The Neuron runtime will handle switching from one model to the next model within the NeuronCore group when the next model is run within the application. In TensorFlow or PyTorch, simply load the additional models after the initial number of models have been loaded, to fill the NeuronCore groups associated with the process. For PyTorch: ``` # Set Environment os.environ['NEURON_RT_NUM_CORES']='2' # Load models (PT) model0 = torch.jit.load(model0_file) # loaded into the first group of NC0-NC1 model1 = torch.jit.load(model1_file) # loaded into the first group of NC0-NC1 # run inference by simply calling the loaded model results0 = model0(inputs0) results1 = model1(inputs1) ``` For TensorFlow 2.x: ``` # Set Environment os.environ['NEURON_RT_NUM_CORES']='2' # Load models (TF2) model0 = tf.keras.models.load_model(model0_file) # loaded into the first group of NC0-NC1 model1 = tf.keras.models.load_model(model1_file) # loaded into the first group of NC0-NC1 # run inference by simply calling the loaded model results0 = model0(inputs0) results1 = model1(inputs1) ``` In MXNet, use context `mx.neuron(neuron_core_index)` and use the same NeuronCore start index for the additional models. ``` # Set Environment os.environ['NEURON_RT_NUM_CORES']='2' # Load models (MXNet) # loaded into the first group of NC0-NC1 sym, args, aux = mx.model.load_checkpoint(mx_model0_file, 0) model0 = sym.bind(ctx=mx.neuron(0), args=args, aux_states=aux, grad_req='null') # loaded into the first group of NC0-NC1 sym, args, aux = mx.model.load_checkpoint(mx_model1_file, 0) model1 = sym.bind(ctx=mx.neuron(0), args=args, aux_states=aux, grad_req='null') # run inference by simply calling the loaded model results0 = model0.forward(data=inputs0) results1 = model1.forward(data=inputs1) ``` The total `NEURON_RT_NUM_CORES` across all processes cannot exceed the number of NeuronCores available on the instance. For example, on an inf1.xlarge with default configurations where the total number of NeuronCores visible to TensorFlow-Neuron is 4, you can launch one process with `NEURON_RT_NUM_CORES=2` (pipelined) and another process with `NEURON_RT_NUM_CORES=2` (data-parallel). Examples using `NEURON_RT_NUM_CORES` include: - [PyTorch example](../../../../src/examples/pytorch/resnet50.html) - [MXNet example](../../../../src/examples/mxnet/resnet50_neuroncore_groups.html) ## Auto Model Replication (Being Deprecated)[#](#auto-model-replication-being-deprecated "Permalink to this headline") The Auto Model Replication feature in TensorFlow-Neuron enables you to load the model once and the data parallel replication would happen automatically. This reduces framework memory usage as you are not loading the same model multiple times. This feature is experimental and available in TensorFlow-Neuron only. To enable Auto Model Replication, set NEURONCORE\_GROUP\_SIZES to Nx1 where N is the desired replication count (the number of NeuronCore groups, each group has size 1). For example, NEURONCORE\_GROUP\_SIZES=8x1 would automatically replicate the single-NeuronCore model 8 times. ``` os.environ['NEURONCORE_GROUP_SIZES'] = '4x1' ``` or ``` NEURONCORE_GROUP_SIZES=4x1 python3 application.py ``` When NEURONCORE\_GROUP\_SIZES is not set, the default is 4x1 where a single-NeuronCore model is replicated 4 times on any sized inf1 machine. This feature is only available for models compiled with neuroncore-pipeline-cores set to 1 (default). You will still need to use threads in the scaffolding code to feed the loaded replicated model instance in order to achieve high throughput. Example of auto model replication: [Running OpenPose on Inferentia](../../../../src/examples/tensorflow/openpose_demo/openpose.html) ## FAQ[#](#faq "Permalink to this headline") ### Can I mix data parallel and NeuronCore Pipeline?[#](#can-i-mix-data-parallel-and-neuroncore-pipeline "Permalink to this headline") Yes. You can compile the model using neuroncore-pipeline-cores option. This tells the compiler to set compilation to the specified number of cores for [NeuronCore Pipeline](../../../arch/neuron-features/neuroncore-pipeline.html#neuroncore-pipeline). The Neuron Compiler will return a NEFF which fits within this limit. See the [Neuron compiler CLI Reference Guide (neuron-cc)](../../../../compiler/neuron-cc/command-line-reference.html#neuron-compiler-cli-reference) on how to use this option. For example, on an inf1.2xlarge, you can load two model instances, each compiled with neuroncore-pipeline-cores set to 2, so that they can run in parallel. The model instances can be loaded from different saved models or from the same saved model. ### Can I have a mix of multiple models in one Neuroncore group and single model in another one Neuroncore group?[#](#can-i-have-a-mix-of-multiple-models-in-one-neuroncore-group-and-single-model-in-another-one-neuroncore-group "Permalink to this headline") Currently, you can do this in MXNet by setting up two Neuroncore groups, then load for example multiple models in one NCG using context mx.neuron(0), and load single model in the second NCG using context mx.neuron(2). You can also load single model in the first NCG and multiple models in the second NCG. For example: ``` # Set Environment os.environ['NEURON_RT_NUM_CORES']='6' # Load models (MXNet) # loaded into the first group of NC0-NC1 sym, args, aux = mx.model.load_checkpoint(mx_model0_file, 0) model0 = sym.bind(ctx=mx.neuron(0), args=args, aux_states=aux, grad_req='null') # loaded into the second group of NC2-NC5 sym, args, aux = mx.model.load_checkpoint(mx_model1_file, 0) model1 = sym.bind(ctx=mx.neuron(2), args=args, aux_states=aux, grad_req='null') # loaded into the second group of NC2-NC5 sym, args, aux = mx.model.load_checkpoint(mx_model2_file, 0) model2 = sym.bind(ctx=mx.neuron(2), args=args, aux_states=aux, grad_req='null') # loaded into the second group of NC2-NC5 sym, args, aux = mx.model.load_checkpoint(mx_model3_file, 0) model3 = sym.bind(ctx=mx.neuron(2), args=args, aux_states=aux, grad_req='null') # run inference by simply calling the loaded model results0 = model0.forward(data=inputs0) results1 = model1.forward(data=inputs1) results2 = model2.forward(data=inputs2) results3 = model3.forward(data=inputs3) ``` Loading multiple models in one NCG and single model in another NCG is currently not supported in TensorFlow and PyTorch. _This document is relevant for_: `Inf1`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Parallel Execution using NEURON_RT_NUM_CORES — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css"> <link rel="stylesheet" href="../../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script> <script src="../../../../_static/jquery.js"></script> <script src="../../../../_static/underscore.js"></script> <script src="../../../../_static/doctools.js"></script> <script src="../../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../../_static/contentui.js"></script> <script src="../../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../../genindex.html"> <link rel="search" title="Search" href="../../../../search.html"> <link rel="next" title="Running R-CNNs on Inf1" href="../../torch-neuron/rcnn-app-note.html"> <link rel="prev" title="Performance Tuning" href="performance-tuning.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/appnotes/perf/neuron-cc/parallel-ncgs", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../../index.html"> Application Notes </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="../../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/appnotes/perf/neuron-cc/parallel-ncgs.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/appnotes/perf/neuron-cc/parallel-ncgs.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/appnotes/perf/neuron-cc/parallel-ncgs.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/appnotes/perf/neuron-cc/parallel-ncgs.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/appnotes/perf/neuron-cc/parallel-ncgs.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../../_sources/general/appnotes/perf/neuron-cc/parallel-ncgs.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#introduction"> Introduction </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#data-parallel-execution"> Data Parallel Execution </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#running-multiple-models-using-single-process"> Running multiple models using single process </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#running-multiple-models-using-multiple-processes"> Running multiple models using multiple processes </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#running-multiple-models-on-the-same-neuroncore-group"> Running multiple models on the same NeuronCore group </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#auto-model-replication-in-tensorflow-neuron-tensorflow-neuron-experimental"> Auto Model Replication in TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) (Experimental) </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#auto-model-replication-being-deprecated"> Auto Model Replication (Being Deprecated) </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#faq"> FAQ </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#can-i-mix-data-parallel-and-neuroncore-pipeline"> Can I mix data parallel and NeuronCore Pipeline? </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#can-i-have-a-mix-of-multiple-models-in-one-neuroncore-group-and-single-model-in-another-one-neuroncore-group"> Can I have a mix of multiple models in one Neuroncore group and single model in another one Neuroncore group? </a> </li> </ul> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Parallel Execution using NEURON_RT_NUM_CORES</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#introduction"> Introduction </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#data-parallel-execution"> Data Parallel Execution </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#running-multiple-models-using-single-process"> Running multiple models using single process </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#running-multiple-models-using-multiple-processes"> Running multiple models using multiple processes </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#running-multiple-models-on-the-same-neuroncore-group"> Running multiple models on the same NeuronCore group </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#auto-model-replication-in-tensorflow-neuron-tensorflow-neuron-experimental"> Auto Model Replication in TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) (Experimental) </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#auto-model-replication-being-deprecated"> Auto Model Replication (Being Deprecated) </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#faq"> FAQ </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#can-i-mix-data-parallel-and-neuroncore-pipeline"> Can I mix data parallel and NeuronCore Pipeline? </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#can-i-have-a-mix-of-multiple-models-in-one-neuroncore-group-and-single-model-in-another-one-neuroncore-group"> Can I have a mix of multiple models in one Neuroncore group and single model in another one Neuroncore group? </a> </li> </ul> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> <div class="section" id="parallel-execution-using-neuron-rt-num-cores"> <span id="parallel-exec-ncgs"></span><h1>Parallel Execution using NEURON_RT_NUM_CORES<a class="headerlink" href="#parallel-execution-using-neuron-rt-num-cores" title="Permalink to this headline">#</a></h1> <div class="admonition important"> <p class="admonition-title">Important</p> <p><code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> will no longer be supported starting Neuron 1.19.0 release if your application is using <code class="docutils literal notranslate"><span class="pre">NEURONCORE_GROUP_SIZES</span></code> please see <a class="reference internal" href="../../neuron1x/introducing-libnrt.html#neuron-migrating-apps-neuron-to-libnrt"><span class="std std-ref">Migrate your application to Neuron Runtime 2.x (libnrt.so)</span></a> and <a class="reference internal" href="../../../announcements/neuron1.x/eol-ncgs-env_2.html#eol-ncgs-env_2"><span class="std std-ref">Announcing end of support for NEURONCORE_GROUP_SIZES starting with Neuron 1.20.0 release</span></a> for more details.</p> </div> <div class="section" id="introduction"> <h2>Introduction<a class="headerlink" href="#introduction" title="Permalink to this headline">#</a></h2> <p>Inf1 instances are available with a different number of Inferentia chips, each Inferentia chip is combined of 4 NeuronCores and an Inf1 instance includes 4 to 64 NeuronCores depending on the instance size. This guide will show you how to load one or more compiled models into different consecutive groups of NeuronCores using your framework of choice.</p> </div> <div class="section" id="data-parallel-execution"> <h2>Data Parallel Execution<a class="headerlink" href="#data-parallel-execution" title="Permalink to this headline">#</a></h2> <p>In PyTorch and TensorFlow, the same compiled model can run in parallel on an Inf1 instance by loading it multiple times, up to the total number of NeuronCores specified in NEURON_RT_NUM_CORES or NEURON_RT_VISIBLE_CORES. For more information about NEURON_RT_NUM_CORES and NEURON_RT_VISIBLE_CORES, please refer to <a class="reference internal" href="../../../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration"><span class="std std-ref">Neuron Runtime Configuration</span></a>.</p> <div class="section" id="running-multiple-models-using-single-process"> <h3>Running multiple models using single process<a class="headerlink" href="#running-multiple-models-using-single-process" title="Permalink to this headline">#</a></h3> <p>To run multiple models using single process, you set the environment variable <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES</span></code> with a comma separated list of number of cores in each group.</p> <p>You can set <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES</span></code> environment variable at runtime:</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="ch">#!/bin/bash</span> <span class="nv">NEURON_RT_NUM_CORES</span><span class="o">=</span><span class="m">13</span><span class="w"> </span>python<span class="w"> </span>your_neuron_application.py </pre></div> </div> <p>Or from within your python process running your models (NOTE: you can only set it once in the same process at the beginning of the script):</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="ch">#!/usr/bin/env python</span> import<span class="w"> </span>os <span class="c1"># Set Environment</span> os.environ<span class="o">[</span><span class="s1">'NEURON_RT_NUM_CORES'</span><span class="o">]=</span><span class="s1">'13'</span> <span class="c1"># Load models and run inferences ...</span> </pre></div> </div> <p>The below examples allow you to load 4 models into 4 groups of NeuronCores within one process. For example, if there are 4 models A, B, C, D compiled to 2, 4, 3, and 4 NeuronCores respectively, you directly load the models A, B, C, D in sequence within your TensorFlow or PyTorch Neuron process. This example requires an inf1.6xlarge instance with 16 NeuronCores, as the total number of NeuronCores within the NeuronCore Groups is 13.</p> <p>In MXNet, the mapping from models to NeuronCores is controlled by context <code class="docutils literal notranslate"><span class="pre">mx.neuron(neuron_core_index)</span></code> where <code class="docutils literal notranslate"><span class="pre">neuron_core_index</span></code> is the NeuronCore index at the start of the group. In the example above, you map model A to <code class="docutils literal notranslate"><span class="pre">mx.neuron(0)</span></code> context, model B to <code class="docutils literal notranslate"><span class="pre">mx.neuron(2)</span></code> context, model C to <code class="docutils literal notranslate"><span class="pre">mx.neuron(6)</span></code> context and model D to <code class="docutils literal notranslate"><span class="pre">mx.neuron(9)</span></code> context. For further details, please refer to <a class="reference internal" href="../../mxnet-neuron/flex-eg.html#flexeg"><span class="std std-ref">Flexible Execution Group (FlexEG) in Neuron-MXNet</span></a>.</p> <p>For PyTorch</p> <p>For an automated data parallel solution in PyTorch, please see <a class="reference internal" href="../../torch-neuron/torch-neuron-dataparallel-app-note.html#torch-neuron-dataparallel-app-note"><span class="std std-ref">Data Parallel Inference on Torch Neuron</span></a> for more details.</p> <p>For Tensorflow</p> <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Set Environment</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s1">'NEURON_RT_NUM_CORES'</span><span class="p">]</span><span class="o">=</span><span class="s1">'13'</span> <span class="c1"># Load models (TF2)</span> <span class="n">model0</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">models</span><span class="o">.</span><span class="n">load_model</span><span class="p">(</span><span class="n">model0_file</span><span class="p">)</span> <span class="c1"># loaded into the first group of NC0-NC1</span> <span class="n">model1</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">models</span><span class="o">.</span><span class="n">load_model</span><span class="p">(</span><span class="n">model1_file</span><span class="p">)</span> <span class="c1"># loaded into the second group of NC2-NC5</span> <span class="n">model2</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">models</span><span class="o">.</span><span class="n">load_model</span><span class="p">(</span><span class="n">model1_file</span><span class="p">)</span> <span class="c1"># loaded into the third group of NC6-NC8</span> <span class="n">model3</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">models</span><span class="o">.</span><span class="n">load_model</span><span class="p">(</span><span class="n">model1_file</span><span class="p">)</span> <span class="c1"># loaded into the fourth group of NC9-NC12</span> <span class="c1"># run inference by simply calling the loaded model</span> <span class="n">results0</span> <span class="o">=</span> <span class="n">model0</span><span class="p">(</span><span class="n">inputs0</span><span class="p">)</span> <span class="n">results1</span> <span class="o">=</span> <span class="n">model1</span><span class="p">(</span><span class="n">inputs1</span><span class="p">)</span> <span class="n">results2</span> <span class="o">=</span> <span class="n">model2</span><span class="p">(</span><span class="n">inputs2</span><span class="p">)</span> <span class="n">results3</span> <span class="o">=</span> <span class="n">model3</span><span class="p">(</span><span class="n">inputs3</span><span class="p">)</span> </pre></div> </div> <p>For MXNet 2.x:</p> <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Set Environment</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s1">'NEURON_RT_NUM_CORES'</span><span class="p">]</span><span class="o">=</span><span class="s1">'13'</span> <span class="c1"># Load models (MXNet)</span> <span class="c1"># loaded into the first group of NC0-NC1</span> <span class="n">sym</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">aux</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">load_checkpoint</span><span class="p">(</span><span class="n">mx_model0_file</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span> <span class="n">model0</span> <span class="o">=</span> <span class="n">sym</span><span class="o">.</span><span class="n">bind</span><span class="p">(</span><span class="n">ctx</span><span class="o">=</span><span class="n">mx</span><span class="o">.</span><span class="n">neuron</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="n">args</span><span class="o">=</span><span class="n">args</span><span class="p">,</span> <span class="n">aux_states</span><span class="o">=</span><span class="n">aux</span><span class="p">,</span> <span class="n">grad_req</span><span class="o">=</span><span class="s1">'null'</span><span class="p">)</span> <span class="c1"># loaded into the second group of NC2-NC5</span> <span class="n">sym</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">aux</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">load_checkpoint</span><span class="p">(</span><span class="n">mx_model1_file</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span> <span class="n">model1</span> <span class="o">=</span> <span class="n">sym</span><span class="o">.</span><span class="n">bind</span><span class="p">(</span><span class="n">ctx</span><span class="o">=</span><span class="n">mx</span><span class="o">.</span><span class="n">neuron</span><span class="p">(</span><span class="mi">2</span><span class="p">),</span> <span class="n">args</span><span class="o">=</span><span class="n">args</span><span class="p">,</span> <span class="n">aux_states</span><span class="o">=</span><span class="n">aux</span><span class="p">,</span> <span class="n">grad_req</span><span class="o">=</span><span class="s1">'null'</span><span class="p">)</span> <span class="c1"># loaded into the third group of NC6-NC8</span> <span class="n">sym</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">aux</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">load_checkpoint</span><span class="p">(</span><span class="n">mx_model2_file</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span> <span class="n">model2</span> <span class="o">=</span> <span class="n">sym</span><span class="o">.</span><span class="n">bind</span><span class="p">(</span><span class="n">ctx</span><span class="o">=</span><span class="n">mx</span><span class="o">.</span><span class="n">neuron</span><span class="p">(</span><span class="mi">6</span><span class="p">),</span> <span class="n">args</span><span class="o">=</span><span class="n">args</span><span class="p">,</span> <span class="n">aux_states</span><span class="o">=</span><span class="n">aux</span><span class="p">,</span> <span class="n">grad_req</span><span class="o">=</span><span class="s1">'null'</span><span class="p">)</span> <span class="c1"># loaded into the fourth group of NC9-NC12</span> <span class="n">sym</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">aux</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">load_checkpoint</span><span class="p">(</span><span class="n">mx_model3_file</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span> <span class="n">model3</span> <span class="o">=</span> <span class="n">sym</span><span class="o">.</span><span class="n">bind</span><span class="p">(</span><span class="n">ctx</span><span class="o">=</span><span class="n">mx</span><span class="o">.</span><span class="n">neuron</span><span class="p">(</span><span class="mi">9</span><span class="p">),</span> <span class="n">args</span><span class="o">=</span><span class="n">args</span><span class="p">,</span> <span class="n">aux_states</span><span class="o">=</span><span class="n">aux</span><span class="p">,</span> <span class="n">grad_req</span><span class="o">=</span><span class="s1">'null'</span><span class="p">)</span> <span class="c1"># run inference by simply calling the loaded model</span> <span class="n">results0</span> <span class="o">=</span> <span class="n">model0</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">inputs0</span><span class="p">)</span> <span class="n">results1</span> <span class="o">=</span> <span class="n">model1</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">inputs1</span><span class="p">)</span> <span class="n">results2</span> <span class="o">=</span> <span class="n">model2</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">inputs2</span><span class="p">)</span> <span class="n">results3</span> <span class="o">=</span> <span class="n">model3</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">inputs3</span><span class="p">)</span> </pre></div> </div> <p>You can identify the NeuronCores used by each application using the <code class="docutils literal notranslate"><span class="pre">neuron-top</span></code> command line tool. For more information about the neuron-top user interface, please see <a class="reference internal" href="../../../../tools/neuron-sys-tools/neuron-top-user-guide.html#neuron-top-ug"><span class="std std-ref">Neuron Top User Guide</span></a>.</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>neuron-top </pre></div> </div> <div class="figure align-default"> <a class="reference internal image-reference" href="../../../../_images/multi_1core_models_multi_processes.png"><img alt="../../../../_images/multi_1core_models_multi_processes.png" src="../../../../_images/multi_1core_models_multi_processes.png" style="width: 1076.0px; height: 373.6px;"></a> </div> </div> <div class="section" id="running-multiple-models-using-multiple-processes"> <h3>Running multiple models using multiple processes<a class="headerlink" href="#running-multiple-models-using-multiple-processes" title="Permalink to this headline">#</a></h3> <p>You can also run multiple models in parallel processes, when you set <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES</span></code> per process:</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span><span class="nv">NEURON_RT_NUM_CORES</span><span class="o">=</span><span class="m">2</span><span class="w"> </span>python<span class="w"> </span>your_1st_neuron_application.py $<span class="w"> </span><span class="nv">NEURON_RT_NUM_CORES</span><span class="o">=</span><span class="m">2</span><span class="w"> </span>python<span class="w"> </span>your_2nd_neuron_application.py </pre></div> </div> <p>The first process automatically selects a first set of 2 unused NeuronCores for its new group. The second process automatically selects a new set of 2 unused NeuronCores for its new group.</p> <div class="figure align-default"> <a class="reference internal image-reference" href="../../../../_images/multi_2cores_models_multi_processes.png"><img alt="../../../../_images/multi_2cores_models_multi_processes.png" src="../../../../_images/multi_2cores_models_multi_processes.png" style="width: 738.4000000000001px; height: 328.8px;"></a> </div> </div> <div class="section" id="running-multiple-models-on-the-same-neuroncore-group"> <h3>Running multiple models on the same NeuronCore group<a class="headerlink" href="#running-multiple-models-on-the-same-neuroncore-group" title="Permalink to this headline">#</a></h3> <p>You can load more than one model in a NeuronCore group within one process. The Neuron runtime will handle switching from one model to the next model within the NeuronCore group when the next model is run within the application. In TensorFlow or PyTorch, simply load the additional models after the initial number of models have been loaded, to fill the NeuronCore groups associated with the process.</p> <p>For PyTorch:</p> <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Set Environment</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s1">'NEURON_RT_NUM_CORES'</span><span class="p">]</span><span class="o">=</span><span class="s1">'2'</span> <span class="c1"># Load models (PT)</span> <span class="n">model0</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">model0_file</span><span class="p">)</span> <span class="c1"># loaded into the first group of NC0-NC1</span> <span class="n">model1</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">model1_file</span><span class="p">)</span> <span class="c1"># loaded into the first group of NC0-NC1</span> <span class="c1"># run inference by simply calling the loaded model</span> <span class="n">results0</span> <span class="o">=</span> <span class="n">model0</span><span class="p">(</span><span class="n">inputs0</span><span class="p">)</span> <span class="n">results1</span> <span class="o">=</span> <span class="n">model1</span><span class="p">(</span><span class="n">inputs1</span><span class="p">)</span> </pre></div> </div> <p>For TensorFlow 2.x:</p> <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Set Environment</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s1">'NEURON_RT_NUM_CORES'</span><span class="p">]</span><span class="o">=</span><span class="s1">'2'</span> <span class="c1"># Load models (TF2)</span> <span class="n">model0</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">models</span><span class="o">.</span><span class="n">load_model</span><span class="p">(</span><span class="n">model0_file</span><span class="p">)</span> <span class="c1"># loaded into the first group of NC0-NC1</span> <span class="n">model1</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">models</span><span class="o">.</span><span class="n">load_model</span><span class="p">(</span><span class="n">model1_file</span><span class="p">)</span> <span class="c1"># loaded into the first group of NC0-NC1</span> <span class="c1"># run inference by simply calling the loaded model</span> <span class="n">results0</span> <span class="o">=</span> <span class="n">model0</span><span class="p">(</span><span class="n">inputs0</span><span class="p">)</span> <span class="n">results1</span> <span class="o">=</span> <span class="n">model1</span><span class="p">(</span><span class="n">inputs1</span><span class="p">)</span> </pre></div> </div> <p>In MXNet, use context <code class="docutils literal notranslate"><span class="pre">mx.neuron(neuron_core_index)</span></code> and use the same NeuronCore start index for the additional models.</p> <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Set Environment</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s1">'NEURON_RT_NUM_CORES'</span><span class="p">]</span><span class="o">=</span><span class="s1">'2'</span> <span class="c1"># Load models (MXNet)</span> <span class="c1"># loaded into the first group of NC0-NC1</span> <span class="n">sym</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">aux</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">load_checkpoint</span><span class="p">(</span><span class="n">mx_model0_file</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span> <span class="n">model0</span> <span class="o">=</span> <span class="n">sym</span><span class="o">.</span><span class="n">bind</span><span class="p">(</span><span class="n">ctx</span><span class="o">=</span><span class="n">mx</span><span class="o">.</span><span class="n">neuron</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="n">args</span><span class="o">=</span><span class="n">args</span><span class="p">,</span> <span class="n">aux_states</span><span class="o">=</span><span class="n">aux</span><span class="p">,</span> <span class="n">grad_req</span><span class="o">=</span><span class="s1">'null'</span><span class="p">)</span> <span class="c1"># loaded into the first group of NC0-NC1</span> <span class="n">sym</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">aux</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">load_checkpoint</span><span class="p">(</span><span class="n">mx_model1_file</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span> <span class="n">model1</span> <span class="o">=</span> <span class="n">sym</span><span class="o">.</span><span class="n">bind</span><span class="p">(</span><span class="n">ctx</span><span class="o">=</span><span class="n">mx</span><span class="o">.</span><span class="n">neuron</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="n">args</span><span class="o">=</span><span class="n">args</span><span class="p">,</span> <span class="n">aux_states</span><span class="o">=</span><span class="n">aux</span><span class="p">,</span> <span class="n">grad_req</span><span class="o">=</span><span class="s1">'null'</span><span class="p">)</span> <span class="c1"># run inference by simply calling the loaded model</span> <span class="n">results0</span> <span class="o">=</span> <span class="n">model0</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">inputs0</span><span class="p">)</span> <span class="n">results1</span> <span class="o">=</span> <span class="n">model1</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">inputs1</span><span class="p">)</span> </pre></div> </div> <p>The total <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES</span></code> across all processes cannot exceed the number of NeuronCores available on the instance. For example, on an inf1.xlarge with default configurations where the total number of NeuronCores visible to TensorFlow-Neuron is 4, you can launch one process with <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES=2</span></code> (pipelined) and another process with <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES=2</span></code> (data-parallel).</p> <p>Examples using <code class="docutils literal notranslate"><span class="pre">NEURON_RT_NUM_CORES</span></code> include:</p> <ul class="simple"> <li><p><a class="reference internal" href="../../../../src/examples/pytorch/resnet50.html"><span class="std std-ref">PyTorch example</span></a></p></li> <li><p><a class="reference internal" href="../../../../src/examples/mxnet/resnet50_neuroncore_groups.html"><span class="std std-ref">MXNet example</span></a></p></li> </ul> </div> </div> <div class="section" id="auto-model-replication-in-tensorflow-neuron-tensorflow-neuron-experimental"> <h2>Auto Model Replication in TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>) (Experimental)<a class="headerlink" href="#auto-model-replication-in-tensorflow-neuron-tensorflow-neuron-experimental" title="Permalink to this headline">#</a></h2> <p>Please see the below API documentation to see how to perform automatic replication on multiple cores. Note that the automatic replication will only work on models compiled with pipeline size 1: via <code class="docutils literal notranslate"><span class="pre">--neuroncore-pipeline-cores=1</span></code>. If auto replication is not enabled, the model will default to replicate on up to 4 cores.</p> <p>Python API (TF 2.x only):</p> <p><a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html#tensorflow-ref-auto-replication-python-api"><span class="std std-ref">TensorFlow Neuron (tensorflow-neuron) Auto Multicore Replication (Experimental)</span></a></p> <p>CLI API (TF 1.x and TF 2.x):</p> <p><a class="reference internal" href="../../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html#tensorflow-ref-auto-replication-cli-api"><span class="std std-ref">TensorFlow Neuron TF2.x (tensorflow-neuronx TF2.x) Auto Multicore Replication CLI (Experimental)</span></a></p> </div> <div class="section" id="auto-model-replication-being-deprecated"> <h2>Auto Model Replication (Being Deprecated)<a class="headerlink" href="#auto-model-replication-being-deprecated" title="Permalink to this headline">#</a></h2> <p>The Auto Model Replication feature in TensorFlow-Neuron enables you to load the model once and the data parallel replication would happen automatically. This reduces framework memory usage as you are not loading the same model multiple times. This feature is experimental and available in TensorFlow-Neuron only.</p> <p>To enable Auto Model Replication, set NEURONCORE_GROUP_SIZES to Nx1 where N is the desired replication count (the number of NeuronCore groups, each group has size 1). For example, NEURONCORE_GROUP_SIZES=8x1 would automatically replicate the single-NeuronCore model 8 times.</p> <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s1">'NEURONCORE_GROUP_SIZES'</span><span class="p">]</span> <span class="o">=</span> <span class="s1">'4x1'</span> </pre></div> </div> <p>or</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nv">NEURONCORE_GROUP_SIZES</span><span class="o">=</span>4x1<span class="w"> </span>python3<span class="w"> </span>application.py </pre></div> </div> <p>When NEURONCORE_GROUP_SIZES is not set, the default is 4x1 where a single-NeuronCore model is replicated 4 times on any sized inf1 machine.</p> <p>This feature is only available for models compiled with neuroncore-pipeline-cores set to 1 (default).</p> <p>You will still need to use threads in the scaffolding code to feed the loaded replicated model instance in order to achieve high throughput.</p> <p>Example of auto model replication: <a class="reference internal" href="../../../../src/examples/tensorflow/openpose_demo/openpose.html"><span class="std std-ref">Running OpenPose on Inferentia</span></a></p> </div> <div class="section" id="faq"> <h2>FAQ<a class="headerlink" href="#faq" title="Permalink to this headline">#</a></h2> <div class="section" id="can-i-mix-data-parallel-and-neuroncore-pipeline"> <h3>Can I mix data parallel and NeuronCore Pipeline?<a class="headerlink" href="#can-i-mix-data-parallel-and-neuroncore-pipeline" title="Permalink to this headline">#</a></h3> <p>Yes. You can compile the model using neuroncore-pipeline-cores option. This tells the compiler to set compilation to the specified number of cores for <a class="reference internal" href="../../../arch/neuron-features/neuroncore-pipeline.html#neuroncore-pipeline"><span class="std std-ref">NeuronCore Pipeline</span></a>. The Neuron Compiler will return a NEFF which fits within this limit. See the <a class="reference internal" href="../../../../compiler/neuron-cc/command-line-reference.html#neuron-compiler-cli-reference"><span class="std std-ref">Neuron compiler CLI Reference Guide (neuron-cc)</span></a> on how to use this option.</p> <p>For example, on an inf1.2xlarge, you can load two model instances, each compiled with neuroncore-pipeline-cores set to 2, so that they can run in parallel. The model instances can be loaded from different saved models or from the same saved model.</p> </div> <div class="section" id="can-i-have-a-mix-of-multiple-models-in-one-neuroncore-group-and-single-model-in-another-one-neuroncore-group"> <h3>Can I have a mix of multiple models in one Neuroncore group and single model in another one Neuroncore group?<a class="headerlink" href="#can-i-have-a-mix-of-multiple-models-in-one-neuroncore-group-and-single-model-in-another-one-neuroncore-group" title="Permalink to this headline">#</a></h3> <p>Currently, you can do this in MXNet by setting up two Neuroncore groups, then load for example multiple models in one NCG using context mx.neuron(0), and load single model in the second NCG using context mx.neuron(2). You can also load single model in the first NCG and multiple models in the second NCG. For example:</p> <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Set Environment</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s1">'NEURON_RT_NUM_CORES'</span><span class="p">]</span><span class="o">=</span><span class="s1">'6'</span> <span class="c1"># Load models (MXNet)</span> <span class="c1"># loaded into the first group of NC0-NC1</span> <span class="n">sym</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">aux</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">load_checkpoint</span><span class="p">(</span><span class="n">mx_model0_file</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span> <span class="n">model0</span> <span class="o">=</span> <span class="n">sym</span><span class="o">.</span><span class="n">bind</span><span class="p">(</span><span class="n">ctx</span><span class="o">=</span><span class="n">mx</span><span class="o">.</span><span class="n">neuron</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="n">args</span><span class="o">=</span><span class="n">args</span><span class="p">,</span> <span class="n">aux_states</span><span class="o">=</span><span class="n">aux</span><span class="p">,</span> <span class="n">grad_req</span><span class="o">=</span><span class="s1">'null'</span><span class="p">)</span> <span class="c1"># loaded into the second group of NC2-NC5</span> <span class="n">sym</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">aux</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">load_checkpoint</span><span class="p">(</span><span class="n">mx_model1_file</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span> <span class="n">model1</span> <span class="o">=</span> <span class="n">sym</span><span class="o">.</span><span class="n">bind</span><span class="p">(</span><span class="n">ctx</span><span class="o">=</span><span class="n">mx</span><span class="o">.</span><span class="n">neuron</span><span class="p">(</span><span class="mi">2</span><span class="p">),</span> <span class="n">args</span><span class="o">=</span><span class="n">args</span><span class="p">,</span> <span class="n">aux_states</span><span class="o">=</span><span class="n">aux</span><span class="p">,</span> <span class="n">grad_req</span><span class="o">=</span><span class="s1">'null'</span><span class="p">)</span> <span class="c1"># loaded into the second group of NC2-NC5</span> <span class="n">sym</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">aux</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">load_checkpoint</span><span class="p">(</span><span class="n">mx_model2_file</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span> <span class="n">model2</span> <span class="o">=</span> <span class="n">sym</span><span class="o">.</span><span class="n">bind</span><span class="p">(</span><span class="n">ctx</span><span class="o">=</span><span class="n">mx</span><span class="o">.</span><span class="n">neuron</span><span class="p">(</span><span class="mi">2</span><span class="p">),</span> <span class="n">args</span><span class="o">=</span><span class="n">args</span><span class="p">,</span> <span class="n">aux_states</span><span class="o">=</span><span class="n">aux</span><span class="p">,</span> <span class="n">grad_req</span><span class="o">=</span><span class="s1">'null'</span><span class="p">)</span> <span class="c1"># loaded into the second group of NC2-NC5</span> <span class="n">sym</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">aux</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">load_checkpoint</span><span class="p">(</span><span class="n">mx_model3_file</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span> <span class="n">model3</span> <span class="o">=</span> <span class="n">sym</span><span class="o">.</span><span class="n">bind</span><span class="p">(</span><span class="n">ctx</span><span class="o">=</span><span class="n">mx</span><span class="o">.</span><span class="n">neuron</span><span class="p">(</span><span class="mi">2</span><span class="p">),</span> <span class="n">args</span><span class="o">=</span><span class="n">args</span><span class="p">,</span> <span class="n">aux_states</span><span class="o">=</span><span class="n">aux</span><span class="p">,</span> <span class="n">grad_req</span><span class="o">=</span><span class="s1">'null'</span><span class="p">)</span> <span class="c1"># run inference by simply calling the loaded model</span> <span class="n">results0</span> <span class="o">=</span> <span class="n">model0</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">inputs0</span><span class="p">)</span> <span class="n">results1</span> <span class="o">=</span> <span class="n">model1</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">inputs1</span><span class="p">)</span> <span class="n">results2</span> <span class="o">=</span> <span class="n">model2</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">inputs2</span><span class="p">)</span> <span class="n">results3</span> <span class="o">=</span> <span class="n">model3</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">inputs3</span><span class="p">)</span> </pre></div> </div> <p>Loading multiple models in one NCG and single model in another NCG is currently not supported in TensorFlow and PyTorch.</p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p> </div> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="performance-tuning.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Performance Tuning</p> </div> </a> <a class="right-next" id="next-link" href="../../torch-neuron/rcnn-app-note.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Running R-CNNs on Inf1</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:23.979Z
Generative LLM inference with Neuron — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html
# Generative LLM inference with Neuron — AWS Neuron Documentation _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` ## Generative LLM inference with Neuron[#](#generative-llm-inference-with-neuron "Permalink to this headline") Table of contents - [Background](#background) - [Performance optimizations](#performance-optimizations) - [KV-caching:](#kv-caching) - [Model sharding:](#model-sharding) - [Computation/communication overlap:](#computation-communication-overlap) - [Compact data-types:](#compact-data-types) - [Bucketing:](#bucketing) - [Model partitioning](#model-partitioning) - [How many NeuronCores do I need?](#how-many-neuroncores-do-i-need) - [Which parallelism technique should I use?](#which-parallelism-technique-should-i-use) - [What batch-size should I use?](#what-batch-size-should-i-use) ## [Background](#id2)[#](#background "Permalink to this headline") Large Language Models (LLMs) generate human-like text through a process known as generative inference. Fundamentally, generative LLM inference generates text outputs given an input prompt, by iteratively predicting the next token in a sequence. These models typically take a sequence of integers as input, which represent a sequence of tokens (words/subwords), and generate a prediction for the next token to be emitted. Below is a simple example that illustrates this in code: ``` # Vocabulary of tokens the model can parse. The position of each token in the # vocabulary is used as the token_id (an integer representing that token) vocab = ["having", "I", "fun", "am", "learning", ".", "Neuron"] # input token_ids: list of integers that represent the input tokens in this # case: "I", "am", "having", "fun" input_token_ids = [1, 3, 0, 2] # The LLM gets a vector of input token_ids, and generates a probability-distribution # for what the output token_id should be (with a probability score for each token_id # in the vocabulary) output = LLM(input_token_ids) # by taking argmax on the output, we effectively perform a 'greedy sampling' process, # i.e. we choose the token_id with the highest probability. Other sampling techniques # also exist, e.g. Top-K. By choosing a probabilistic sampling method we enable the model # to generate different outputs when called multiple times with the same input. next_token_id = np.argmax(output) # map the token_id back into an output token next_token = vocab[next_token_id] ``` To generate full sentences, the application iteratively invokes the LLM to generate the next token’s prediction, and at each iteration we append the predicted token back into the input: ``` def generate(input_token_ids, n_tokens_to_generate): for _ in range(n_tokens_to_generate): # decode loop output = LLM(input_token_ids) # model forward pass next_token_id = np.argmax(output) # greedy sampling if (next_token_id == EOS_TOK_ID) break # break if generated End Of Sentence (EOS) # append the prediction to the input, and continue to the next out_token input_token_ids.append(int(next_token_id)) return input_token_ids[-n_tokens_to_generate :] # only return generated token_ids input_token_ids = [1, 3] # "I" "am" output_token_ids = generate(input_tokens_ids, 4) # output_token_ids = [0, 2, 4, 6] output_tokens = [vocab[i] for i in output_token_ids] # "having" "fun" "learning" “Neuron” ``` This process, of predicting a future value (regression), and adding them back into the input (auto), is sometimes referred to as autoregression. For more details, Jay Mody’s [GPT in 60 Lines of NumPy](https://jaykmody.com/blog/gpt-from-scratch/) is an excellent writeup on GPTs (Generative Pre-trained Transformers). ## [Performance optimizations](#id3)[#](#performance-optimizations "Permalink to this headline") The sheer size of state-of-the-art LLMs, as well as the sequential nature of text generation, poses multiple challenges for efficient generative LLM deployment. First, the model is typically sharded across multiple devices in order to fit the model in device memory, which creates communication overhead and complexity among devices. Second, certain deployments have strict application-level latency bounds and hence require substantial latency optimizations, which is especially challenging due to the sequential nature of token-by-token generation. Finally, generating one token at a time often leads to poor device utilization due to low arithmetic intensity, which can be improved via batching (see [What batch-size should I use?](#what-batch-size-to-use)). The Neuron SDK provides several built-in optimizations, to allow you to extract the optimal performance when deploying LLM models, including: ### [KV-caching:](#id4)[#](#kv-caching "Permalink to this headline") The [transformers-neuronx](https://github.com/aws-neuron/transformers-neuronx) library implements the KV-cache optimization, which saves compute resources by reusing previously calculated SelfAttention key-value pairs, instead of recalculating them for each generated token. To illustrate this concept, we show the inner workings of the MaskedSelfAttention operator in the figure below. At each token generation step, the Query vector of a single current token is multiplied by the Key vectors of all previous tokens in the sequence to create attention scores, and the scores are further multiplied by the Value vectors of all previous tokens. ![../../../_images/masked-self-attention-operator.png](../../../_images/masked-self-attention-operator.png) The core idea behind this optimization is that instead of re-computing the Key and Value vectors for all previous tokens at each token generation step, Neuron can perform only the incremental computation for the current token and re-use previously computed Key/Value vectors from the KV-cache. The Key/Value vector of the current token is also appended to the KV-cache for the next token generation step. ![../../../_images/kv-cache-optimization.png](../../../_images/kv-cache-optimization.png) As a final observation, one should note that the first token in the output sequence is unique in two ways: - There’s no KV-cache available at that point - Neuron needs to compute the entire KV-cache for <input\_len> tokens (the input prompt), rather than one incremental KV-cache entry This means that first-token latency is typically going to be higher than the following tokens. ### [Model sharding:](#id5)[#](#model-sharding "Permalink to this headline") Neuron enables you to shard the model across devices via Tensor Parallelism, Pipeline Parallelism (coming soon), or a combination of the two (coming soon). Tensor Parallelism shards each layer across multiple devices, and allows you to achieve the optimal latency. Pipeline Parallelism places different layers on different devices and creates a pipeline between them (as the name suggests), and is mostly useful when optimizing throughput and/or cost-per-inference. To find the optimal Tensor/Pipeline parallelism configuration for your model, see the [Model partitioning](#model-partitioning) section. ### [Computation/communication overlap:](#id6)[#](#computation-communication-overlap "Permalink to this headline") The Neuron compiler automatically fuses Collective Communication primitives (e.g. AllReduce) with the following computation (e.g. GEMM) in the compute graph. This helps to minimize any overhead caused by sharding the model across devices. ### [Compact data-types:](#id7)[#](#compact-data-types "Permalink to this headline") Neuron supports INT8 (coming soon) and FP8 (coming soon), which can significantly reduce memory bandwidth and capacity requirements of the model. This is especially useful for Generative LLM inference which is typically memory bound. Therefore, using a compact data-type can improve the overall LLM inference performance with lower latency and higher throughput. ### [Bucketing:](#id8)[#](#bucketing "Permalink to this headline") The transformers-neuronx library automatically uses bucketing to process the input prompt and output tokens. Bucketing makes it possible to handle variable sequence lengths without requiring support for dynamic shapes. We use multiple progressively larger buckets to help minimize the portion of the KV-cache that we need to read for each token. ## [Model partitioning](#id9)[#](#model-partitioning "Permalink to this headline") ### [How many NeuronCores do I need?](#id10)[#](#how-many-neuroncores-do-i-need "Permalink to this headline") Transformer models are typically defined via a hyper-parameter configuration, such as the below: ``` { "n_vocab": 50257, # number of tokens in our vocabulary "n_ctx": 2048, # maximum possible sequence length of the input "n_embd": 9216, # embedding dimension (determines the "width" of the network) "n_head": 72, # number of attention heads (n_embd must be divisible by n_head) "n_layer": 64 # number of layers (determines the "depth" of the network) } ``` To determine the number of NeuronCores needed to fit the model, we perform the following calculation: ``` weight_mem_footprint = 12 x <n_layer> x <n_embd>^2 x <dtype-size> KV_cache_mem_footprint = <batch-size> x <n_layer> x <n_ctx> x <n_embd> x 2 x <dtype-size> # <dtype-size> is 2 for BF16/FP16, or 1 for FP8/INT8 mem_footprint = weight_mem_footprint + KV_cache_mem_footprint ``` And from here, determining the number of NeuronCores is straightforward: ``` num_neuron_cores = ceil_to_closest_supported_size (mem_footprint / <NC-HBM-capacity>, <instance-type>) # 16GiB per Inferentia2/Trainium1 NeuronCore ``` As an example, we examine running OPT-66B on Inf2, with batch-size of 16, the number of required NeuronCores can be computed as below. ``` # OPT-66B example (BF16, Inf2) # n_layer=64, n_ctx=2048, n_embd=9216, batch=16 weight_mem_footprint = 12 x 64 x 9216^2 x 2 = 121.5 GiB KV_cache_mem_footprint = 16 x 64 x 2048 x 9216 x 2 x 2 = 72 GiB mem_footprint = 121.5GiB + 72GiB = 193.5 GiB num_neuron_cores = ceil_to_closest_supported_size (193.5GiB / 16GiB, Inf2) = ceil_to_closest_supported_size (12.1) = 24 ## Currently, the Neuron runtime supports tensor-parallelism degrees 2, 8, and 32 on Trn1 ## and supports tensor-parallelism degrees 2, 4, 8, 12 and 24 on Inf2. ``` You can use [Neuron Calculator](../../calculator/neuron-calculator.html#neuron-calculator) to compute the number of cores needed for a custom hyper-parameter configuration ### [Which parallelism technique should I use?](#id11)[#](#which-parallelism-technique-should-i-use "Permalink to this headline") Tensor parallelism improves latency, at the expense of increased intra-layer communication. Thus, as a general rule, we advise to use the smallest tensor parallelism degree that meets your latency requirement, and then use pipeline/data parallelism from that point on. If latency is not a main concern in your application (e.g. model evaluation), and the primary goal is to maximize throughput (i.e., minimize total cost per token), then it is most efficient to use pipeline parallelism and increase the batch-size as much as possible. ### [What batch-size should I use?](#id12)[#](#what-batch-size-should-i-use "Permalink to this headline") Due to the serial token generation nature of generative LLM inference, this workload tends to be extremely memory bound. This means that throughput (and thus cost per inference) will improve significantly by batching. As a general rule, we recommend increasing the batch-size to the maximum amount that fits within the latency budget (up to batch=256, a larger batch-size beyond that typically does not help with performance). Note that the KV-cache grows linearly with the batch-size, and can grow to a point of running out of memory (typically referred to as OOM). If the latency budget allows, we recommend growing the batch-size to the maximum value that doesn’t result in OOM. Users may also consider pipelining the model beyond what’s necessary to fit model parameters / KV-cache on devices, in order to free up device-memory space and thus allow the batch-size to grow higher without causing OOM issues. _This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Generative LLM inference with Neuron — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <link rel="next" title="Neuron FAQ" href="../../faq.html"> <link rel="prev" title="Running R-CNNs on Inf1" href="../torch-neuron/rcnn-app-note.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="../index.html"> Application Notes </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#background"> Background </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#performance-optimizations"> Performance optimizations </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#kv-caching"> KV-caching: </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#model-sharding"> Model sharding: </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#computation-communication-overlap"> Computation/communication overlap: </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#compact-data-types"> Compact data-types: </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#bucketing"> Bucketing: </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#model-partitioning"> Model partitioning </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#how-many-neuroncores-do-i-need"> How many NeuronCores do I need? </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#which-parallelism-technique-should-i-use"> Which parallelism technique should I use? </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#what-batch-size-should-i-use"> What batch-size should I use? </a> </li> </ul> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Generative LLM inference with Neuron</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#background"> Background </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#performance-optimizations"> Performance optimizations </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#kv-caching"> KV-caching: </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#model-sharding"> Model sharding: </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#computation-communication-overlap"> Computation/communication overlap: </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#compact-data-types"> Compact data-types: </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#bucketing"> Bucketing: </a> </li> </ul> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#model-partitioning"> Model partitioning </a> <ul class="nav section-nav flex-column"> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#how-many-neuroncores-do-i-need"> How many NeuronCores do I need? </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#which-parallelism-technique-should-i-use"> Which parallelism technique should I use? </a> </li> <li class="toc-h3 nav-item toc-entry"> <a class="reference internal nav-link" href="#what-batch-size-should-i-use"> What batch-size should I use? </a> </li> </ul> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="generative-llm-inference-with-neuron"> <span id="neuron-llm-inference"></span><h1>Generative LLM inference with Neuron<a class="headerlink" href="#generative-llm-inference-with-neuron" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#background" id="id2">Background</a></p></li> <li><p><a class="reference internal" href="#performance-optimizations" id="id3">Performance optimizations</a></p> <ul> <li><p><a class="reference internal" href="#kv-caching" id="id4">KV-caching:</a></p></li> <li><p><a class="reference internal" href="#model-sharding" id="id5">Model sharding:</a></p></li> <li><p><a class="reference internal" href="#computation-communication-overlap" id="id6">Computation/communication overlap:</a></p></li> <li><p><a class="reference internal" href="#compact-data-types" id="id7">Compact data-types:</a></p></li> <li><p><a class="reference internal" href="#bucketing" id="id8">Bucketing:</a></p></li> </ul> </li> <li><p><a class="reference internal" href="#model-partitioning" id="id9">Model partitioning</a></p> <ul> <li><p><a class="reference internal" href="#how-many-neuroncores-do-i-need" id="id10">How many NeuronCores do I need?</a></p></li> <li><p><a class="reference internal" href="#which-parallelism-technique-should-i-use" id="id11">Which parallelism technique should I use?</a></p></li> <li><p><a class="reference internal" href="#what-batch-size-should-i-use" id="id12">What batch-size should I use?</a></p></li> </ul> </li> </ul> </div> <div class="section" id="background"> <h2><a class="toc-backref" href="#id2">Background</a><a class="headerlink" href="#background" title="Permalink to this headline">#</a></h2> <p>Large Language Models (LLMs) generate human-like text through a process known as generative inference. Fundamentally, generative LLM inference generates text outputs given an input prompt, by iteratively predicting the next token in a sequence.</p> <p>These models typically take a sequence of integers as input, which represent a sequence of tokens (words/subwords), and generate a prediction for the next token to be emitted. Below is a simple example that illustrates this in code:</p> <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Vocabulary of tokens the model can parse. The position of each token in the</span> <span class="c1"># vocabulary is used as the token_id (an integer representing that token)</span> <span class="n">vocab</span> <span class="o">=</span> <span class="p">[</span><span class="s2">"having"</span><span class="p">,</span> <span class="s2">"I"</span><span class="p">,</span> <span class="s2">"fun"</span><span class="p">,</span> <span class="s2">"am"</span><span class="p">,</span> <span class="s2">"learning"</span><span class="p">,</span> <span class="s2">"."</span><span class="p">,</span> <span class="s2">"Neuron"</span><span class="p">]</span> <span class="c1"># input token_ids: list of integers that&nbsp;represent the input tokens in this</span> <span class="c1"># case: "I", "am", "having", "fun"</span> <span class="n">input_token_ids</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="p">]</span> <span class="c1"># The LLM gets a vector of input token_ids, and generates a probability-distribution</span> <span class="c1"># for what the output token_id should be (with a probability score for each token_id</span> <span class="c1"># in the vocabulary)</span> <span class="n">output</span> <span class="o">=</span> <span class="n">LLM</span><span class="p">(</span><span class="n">input_token_ids</span><span class="p">)</span> <span class="c1"># by taking argmax on the output, we effectively perform a 'greedy sampling' process,</span> <span class="c1"># i.e. we&nbsp;choose the token_id with the highest probability. Other sampling techniques</span> <span class="c1"># also exist, e.g. Top-K. By choosing a probabilistic sampling method we enable the model</span> <span class="c1"># to generate different outputs when called multiple times with the same input.</span> <span class="n">next_token_id</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">output</span><span class="p">)</span> <span class="c1"># map the token_id back into an output token</span> <span class="n">next_token</span> <span class="o">=</span> <span class="n">vocab</span><span class="p">[</span><span class="n">next_token_id</span><span class="p">]</span> </pre></div> </div> <p>To generate full sentences, the application iteratively invokes the LLM to generate the next token’s prediction, and at each iteration we append the predicted token back into the input:</p> <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">generate</span><span class="p">(</span><span class="n">input_token_ids</span><span class="p">,</span> <span class="n">n_tokens_to_generate</span><span class="p">):</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_tokens_to_generate</span><span class="p">):</span> <span class="c1"># decode loop</span> <span class="n">output</span> <span class="o">=</span> <span class="n">LLM</span><span class="p">(</span><span class="n">input_token_ids</span><span class="p">)</span> <span class="c1"># model forward pass</span> <span class="n">next_token_id</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">output</span><span class="p">)</span> <span class="c1"># greedy sampling</span> <span class="k">if</span> <span class="p">(</span><span class="n">next_token_id</span> <span class="o">==</span> <span class="n">EOS_TOK_ID</span><span class="p">)</span> <span class="k">break</span> <span class="c1"># break if generated End Of Sentence (EOS)</span> <span class="c1"># append the prediction to the input, and continue to the next out_token</span> <span class="n">input_token_ids</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">next_token_id</span><span class="p">))</span> <span class="k">return</span> <span class="n">input_token_ids</span><span class="p">[</span><span class="o">-</span><span class="n">n_tokens_to_generate</span> <span class="p">:]</span> <span class="c1"># only return generated token_ids</span> <span class="n">input_token_ids</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">]</span> <span class="c1"># "I" "am"</span> <span class="n">output_token_ids</span> <span class="o">=</span> <span class="n">generate</span><span class="p">(</span><span class="n">input_tokens_ids</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span> <span class="c1"># output_token_ids = [0, 2, 4, 6]</span> <span class="n">output_tokens</span> <span class="o">=</span> <span class="p">[</span><span class="n">vocab</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">output_token_ids</span><span class="p">]</span> <span class="c1"># "having" "fun" "learning" “Neuron”</span> </pre></div> </div> <p>This process, of predicting a future value (regression), and adding them back into the input (auto), is sometimes referred to as autoregression.&nbsp;For more details, Jay Mody’s <a class="reference external" href="https://jaykmody.com/blog/gpt-from-scratch/">GPT in 60 Lines of NumPy</a> is an excellent writeup on GPTs (Generative Pre-trained Transformers).</p> </div> <div class="section" id="performance-optimizations"> <h2><a class="toc-backref" href="#id3">Performance optimizations</a><a class="headerlink" href="#performance-optimizations" title="Permalink to this headline">#</a></h2> <p>The sheer size of state-of-the-art LLMs, as well as the sequential nature of text generation, poses multiple challenges for efficient generative LLM deployment.</p> <p>First, the model is typically sharded across multiple devices in order to fit the model in device memory, which creates communication overhead and complexity among devices. Second, certain deployments have strict application-level latency bounds and hence require substantial latency optimizations, which is especially challenging due to the sequential nature of token-by-token generation. Finally, generating one token at a time often leads to poor device utilization due to low arithmetic intensity, which can be improved via batching (see <a class="reference internal" href="#what-batch-size-to-use"><span class="std std-ref">What batch-size should I use?</span></a>).</p> <p>The Neuron SDK provides several built-in optimizations, to allow you to extract the optimal performance when deploying LLM models, including:</p> <div class="section" id="kv-caching"> <h3><a class="toc-backref" href="#id4">KV-caching:</a><a class="headerlink" href="#kv-caching" title="Permalink to this headline">#</a></h3> <p>The <a class="reference external" href="https://github.com/aws-neuron/transformers-neuronx">transformers-neuronx</a> library implements the KV-cache optimization, which saves compute resources by reusing previously calculated SelfAttention key-value pairs, instead of recalculating them for each generated token.</p> <p>To illustrate this concept, we show the inner workings of the MaskedSelfAttention operator in the figure below.</p> <p>At each token generation step, the Query vector of a single current token is multiplied by the Key vectors of all previous tokens in the sequence to create attention scores, and the scores are further multiplied by the Value vectors of all previous tokens.</p> <img alt="../../../_images/masked-self-attention-operator.png" src="../../../_images/masked-self-attention-operator.png"> <p>The core idea behind this optimization is that instead of re-computing the Key and Value vectors for all previous tokens at each token generation step, Neuron can perform only the incremental computation for the current token and re-use previously computed Key/Value vectors from the KV-cache. The Key/Value vector of the current token is also appended to the KV-cache for the next token generation step.</p> <img alt="../../../_images/kv-cache-optimization.png" src="../../../_images/kv-cache-optimization.png"> <p>As a final observation, one should note that the first token in the output sequence is unique in two ways:</p> <div class="docutils container"> <ul class="simple"> <li><p>There’s no KV-cache available at that point</p></li> <li><p>Neuron needs to compute the entire KV-cache for &lt;input_len&gt; tokens (the input prompt), rather than one incremental KV-cache entry</p></li> </ul> </div> <p>This means that first-token latency is typically going to be higher than the following tokens.</p> </div> <div class="section" id="model-sharding"> <h3><a class="toc-backref" href="#id5">Model sharding:</a><a class="headerlink" href="#model-sharding" title="Permalink to this headline">#</a></h3> <p>Neuron enables you to shard the model across devices via Tensor Parallelism, Pipeline Parallelism (coming soon), or a combination of the two (coming soon).</p> <p>Tensor Parallelism shards each layer across multiple devices, and allows you to achieve the optimal latency.</p> <p>Pipeline Parallelism places different layers on different devices and creates a pipeline between them (as the name suggests), and is mostly useful when optimizing throughput and/or cost-per-inference.</p> <p>To find the optimal Tensor/Pipeline parallelism configuration for your model, see the <a class="reference internal" href="#model-partitioning"><span class="std std-ref">Model partitioning</span></a> section.</p> </div> <div class="section" id="computation-communication-overlap"> <h3><a class="toc-backref" href="#id6">Computation/communication overlap:</a><a class="headerlink" href="#computation-communication-overlap" title="Permalink to this headline">#</a></h3> <p>The Neuron compiler automatically fuses Collective Communication primitives (e.g. AllReduce) with the following computation (e.g. GEMM) in the compute graph. This helps to minimize any overhead caused by sharding the model across devices.</p> </div> <div class="section" id="compact-data-types"> <h3><a class="toc-backref" href="#id7">Compact data-types:</a><a class="headerlink" href="#compact-data-types" title="Permalink to this headline">#</a></h3> <p>Neuron supports INT8 (coming soon) and FP8 (coming soon), which can significantly reduce memory bandwidth and capacity requirements of the model. This is especially useful for Generative LLM inference which is typically memory bound. Therefore, using a compact data-type can improve the overall LLM inference performance with lower latency and higher throughput.</p> </div> <div class="section" id="bucketing"> <h3><a class="toc-backref" href="#id8">Bucketing:</a><a class="headerlink" href="#bucketing" title="Permalink to this headline">#</a></h3> <p>The transformers-neuronx library automatically uses bucketing to process the input prompt and output tokens. Bucketing makes it possible to handle variable sequence lengths without requiring support for dynamic shapes. We use multiple progressively larger buckets to help minimize the portion of the KV-cache that we need to read for each token.</p> </div> </div> <div class="section" id="model-partitioning"> <span id="id1"></span><h2><a class="toc-backref" href="#id9">Model partitioning</a><a class="headerlink" href="#model-partitioning" title="Permalink to this headline">#</a></h2> <div class="section" id="how-many-neuroncores-do-i-need"> <h3><a class="toc-backref" href="#id10">How many NeuronCores do I need?</a><a class="headerlink" href="#how-many-neuroncores-do-i-need" title="Permalink to this headline">#</a></h3> <p>Transformer models are typically defined via a hyper-parameter configuration, such as the below:</p> <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="p">{</span> <span class="s2">"n_vocab"</span><span class="p">:</span> <span class="mi">50257</span><span class="p">,</span> <span class="c1"># number of tokens in our vocabulary</span> <span class="s2">"n_ctx"</span><span class="p">:</span> <span class="mi">2048</span><span class="p">,</span> <span class="c1"># maximum possible sequence length of the input</span> <span class="s2">"n_embd"</span><span class="p">:</span> <span class="mi">9216</span><span class="p">,</span> <span class="c1"># embedding dimension (determines the "width" of the network)</span> <span class="s2">"n_head"</span><span class="p">:</span> <span class="mi">72</span><span class="p">,</span> <span class="c1"># number of attention heads (n_embd must be divisible by n_head)</span> <span class="s2">"n_layer"</span><span class="p">:</span> <span class="mi">64</span> <span class="c1"># number of layers (determines the "depth" of the network)</span> <span class="p">}</span> </pre></div> </div> <p>To determine the number of NeuronCores needed to fit the model, we perform the following calculation:</p> <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">weight_mem_footprint</span> <span class="o">=</span> <span class="mi">12</span> <span class="n">x</span> <span class="o">&lt;</span><span class="n">n_layer</span><span class="o">&gt;</span> <span class="n">x</span> <span class="o">&lt;</span><span class="n">n_embd</span><span class="o">&gt;^</span><span class="mi">2</span> <span class="n">x</span> <span class="o">&lt;</span><span class="n">dtype</span><span class="o">-</span><span class="n">size</span><span class="o">&gt;</span> <span class="n">KV_cache_mem_footprint</span> <span class="o">=</span> <span class="o">&lt;</span><span class="n">batch</span><span class="o">-</span><span class="n">size</span><span class="o">&gt;</span> <span class="n">x</span> <span class="o">&lt;</span><span class="n">n_layer</span><span class="o">&gt;</span> <span class="n">x</span> <span class="o">&lt;</span><span class="n">n_ctx</span><span class="o">&gt;</span> <span class="n">x</span> <span class="o">&lt;</span><span class="n">n_embd</span><span class="o">&gt;</span> <span class="n">x</span> <span class="mi">2</span> <span class="n">x</span> <span class="o">&lt;</span><span class="n">dtype</span><span class="o">-</span><span class="n">size</span><span class="o">&gt;</span> <span class="c1"># &lt;dtype-size&gt; is 2 for BF16/FP16, or 1 for FP8/INT8</span> <span class="n">mem_footprint</span> <span class="o">=</span> <span class="n">weight_mem_footprint</span> <span class="o">+</span> <span class="n">KV_cache_mem_footprint</span> </pre></div> </div> <p>And from here, determining the number of NeuronCores is straightforward:</p> <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">num_neuron_cores</span> <span class="o">=</span> <span class="n">ceil_to_closest_supported_size</span> <span class="p">(</span><span class="n">mem_footprint</span> <span class="o">/</span> <span class="o">&lt;</span><span class="n">NC</span><span class="o">-</span><span class="n">HBM</span><span class="o">-</span><span class="n">capacity</span><span class="o">&gt;</span><span class="p">,</span> <span class="o">&lt;</span><span class="n">instance</span><span class="o">-</span><span class="nb">type</span><span class="o">&gt;</span><span class="p">)</span> <span class="c1"># 16GiB per Inferentia2/Trainium1 NeuronCore</span> </pre></div> </div> <p>As an example, we examine running OPT-66B on Inf2, with batch-size of 16, the number of required NeuronCores can be computed as below.</p> <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># OPT-66B example (BF16, Inf2)</span> <span class="c1"># n_layer=64, n_ctx=2048, n_embd=9216, batch=16</span> <span class="n">weight_mem_footprint</span> <span class="o">=</span> <span class="mi">12</span> <span class="n">x</span> <span class="mi">64</span> <span class="n">x</span> <span class="mi">9216</span><span class="o">^</span><span class="mi">2</span> <span class="n">x</span> <span class="mi">2</span> <span class="o">=</span> <span class="mf">121.5</span> <span class="n">GiB</span> <span class="n">KV_cache_mem_footprint</span> <span class="o">=</span> <span class="mi">16</span> <span class="n">x</span> <span class="mi">64</span> <span class="n">x</span> <span class="mi">2048</span> <span class="n">x</span> <span class="mi">9216</span> <span class="n">x</span> <span class="mi">2</span> <span class="n">x</span> <span class="mi">2</span> <span class="o">=</span> <span class="mi">72</span> <span class="n">GiB</span> <span class="n">mem_footprint</span> <span class="o">=</span> <span class="mf">121.5</span><span class="n">GiB</span> <span class="o">+</span> <span class="mi">72</span><span class="n">GiB</span> <span class="o">=</span> <span class="mf">193.5</span> <span class="n">GiB</span> <span class="n">num_neuron_cores</span> <span class="o">=</span> <span class="n">ceil_to_closest_supported_size</span> <span class="p">(</span><span class="mf">193.5</span><span class="n">GiB</span> <span class="o">/</span> <span class="mi">16</span><span class="n">GiB</span><span class="p">,</span> <span class="n">Inf2</span><span class="p">)</span> <span class="o">=</span> <span class="n">ceil_to_closest_supported_size</span> <span class="p">(</span><span class="mf">12.1</span><span class="p">)</span> <span class="o">=</span> <span class="mi">24</span> <span class="c1">##&nbsp;Currently, the Neuron runtime supports tensor-parallelism degrees 2, 8, and 32 on Trn1</span> <span class="c1">## and supports tensor-parallelism degrees&nbsp;2, 4, 8, 12 and 24 on Inf2.</span> </pre></div> </div> <p>You can use <a class="reference internal" href="../../calculator/neuron-calculator.html#neuron-calculator"><span class="std std-ref">Neuron Calculator</span></a> to compute the number of cores needed for a custom hyper-parameter configuration</p> </div> <div class="section" id="which-parallelism-technique-should-i-use"> <h3><a class="toc-backref" href="#id11">Which parallelism technique should I use?</a><a class="headerlink" href="#which-parallelism-technique-should-i-use" title="Permalink to this headline">#</a></h3> <p>Tensor parallelism improves latency, at the expense of increased intra-layer communication. Thus, as a general rule, we advise to use the smallest tensor parallelism degree that meets your latency requirement, and then use pipeline/data parallelism from that point on.</p> <p>If latency is not a main concern in your application (e.g. model evaluation), and the primary goal is to maximize throughput (i.e., minimize total cost per token), then it is most efficient to use pipeline parallelism and increase the batch-size as much as possible.</p> </div> <div class="section" id="what-batch-size-should-i-use"> <span id="what-batch-size-to-use"></span><h3><a class="toc-backref" href="#id12">What batch-size should I use?</a><a class="headerlink" href="#what-batch-size-should-i-use" title="Permalink to this headline">#</a></h3> <p>Due to the serial token generation nature of generative LLM inference, this workload tends to be extremely memory bound. This means that throughput (and thus cost per inference) will improve significantly by batching.</p> <p>As a general rule, we recommend increasing the batch-size to the maximum amount that fits within the latency budget (up to batch=256, a larger batch-size beyond that typically does not help with performance).</p> <p>Note that the KV-cache grows linearly with the batch-size, and can grow to a point of running out of memory (typically referred to as OOM). If the latency budget allows, we recommend growing the batch-size to the maximum value that doesn’t result in OOM.</p> <p>Users may also consider pipelining the model beyond what’s necessary to fit model parameters / KV-cache on devices, in order to free up device-memory space and thus allow the batch-size to grow higher without causing OOM issues.</p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../torch-neuron/rcnn-app-note.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Running R-CNNs on Inf1</p> </div> </a> <a class="right-next" id="next-link" href="../../faq.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Neuron FAQ</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:24.166Z
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/quick-start/index.rst.txt
``` .. _neuron-quickstart: Get Started with Neuron ======================= This section walks you through the various options to get started with Neuron. You have to install Neuron on Trainium and Inferentia powered instances to enable deep-learning acceleration. .. card:: Get Started with PyTorch :link: pytorch-neuronx-main :link-type: ref :class-body: sphinx-design-class-title-small .. card:: Get Started with TensorFlow :link: tensorflow-neuron-main :link-type: ref :class-body: sphinx-design-class-title-small .. card:: Get Started with MXNet :link: mxnet-neuron-main :link-type: ref :class-body: sphinx-design-class-title-small ```
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron-quickstart: Get Started with Neuron ======================= This section walks you through the various options to get started with Neuron. You have to install Neuron on Trainium and Inferentia powered instances to enable deep-learning acceleration. .. card:: Get Started with PyTorch :link: pytorch-neuronx-main :link-type: ref :class-body: sphinx-design-class-title-small .. card:: Get Started with TensorFlow :link: tensorflow-neuron-main :link-type: ref :class-body: sphinx-design-class-title-small .. card:: Get Started with MXNet :link: mxnet-neuron-main :link-type: ref :class-body: sphinx-design-class-title-small </pre></body></html>
2023-09-29T20:54:24.257Z
Roadmap — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/roadmap-readme.html
# Roadmap — AWS Neuron Documentation Toggle in-page Table of Contents _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Roadmap[#](#roadmap "Permalink to this headline") The AWS Neuron feature roadmap provides visibility onto what we are working on in terms of functional and performance in the near future. We hope this will help you better plan how to use Neuron with your products. We’d love to get our customers feedback as well, to help us ensure we are working on the most important requests. - [Neuron Public Roadmap](https://github.com/orgs/aws-neuron/projects/1/views/1) _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Roadmap — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Support" href="support.html"> <link rel="prev" title="Release Details" href="../release-notes/release.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/roadmap-readme", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 current active has-children"> <a class="current reference internal" href="#"> Roadmap </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/roadmap-readme.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/roadmap-readme.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/general/roadmap-readme.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Roadmap</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="roadmap"> <span id="neuron-roadmap"></span><h1>Roadmap<a class="headerlink" href="#roadmap" title="Permalink to this headline">#</a></h1> <p>The AWS Neuron feature roadmap provides visibility onto what we are working on in terms of functional and performance in the near future. We hope this will help you better plan how to use Neuron with your products. We’d love to get our customers feedback as well, to help us ensure we are working on the most important requests.</p> <div class="toctree-wrapper compound"> <ul> <li class="toctree-l1"><a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1">Neuron Public Roadmap</a></li> </ul> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../release-notes/release.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Release Details</p> </div> </a> <a class="right-next" id="next-link" href="support.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Support</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:24.372Z
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/benchmarks/index.rst.txt
``` .. _benchmark: Neuron Performance ================== The Neuron Performance pages provide a reference to the expected performance of various open-source models for popular deep learning in Natural Language Processing (NLP), Computer Vision (CV) and Recommender model tasks. We have included with each model links to allow you to setup and reconstruct the test with a few steps. .. card:: Inf1 Performance Numbers :link: appnote-performance-benchmark :link-type: ref .. card:: Inf2 Performance Numbers :link: inf2-performance :link-type: ref .. card:: Trn1/Trn1n Performance Numbers :link: trn1-performance :link-type: ref ```
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _benchmark: Neuron Performance ================== The Neuron Performance pages provide a reference to the expected performance of various open-source models for popular deep learning in Natural Language Processing (NLP), Computer Vision (CV) and Recommender model tasks. We have included with each model links to allow you to setup and reconstruct the test with a few steps. .. card:: Inf1 Performance Numbers :link: appnote-performance-benchmark :link-type: ref .. card:: Inf2 Performance Numbers :link: inf2-performance :link-type: ref .. card:: Trn1/Trn1n Performance Numbers :link: trn1-performance :link-type: ref </pre></body></html>
2023-09-29T20:54:24.430Z
SDK Maintenance Policy — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/sdk-policy.html
# SDK Maintenance Policy — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## SDK Maintenance Policy[#](#neuron-maintenance-policy "Permalink to this headline") Table of Contents - [Overview](#overview) - [Neuron SDK](#neuron-sdk) - [Dependency Software](#dependency-software) - [Neuron SDK version life-cycle](#neuron-sdk-version-life-cycle) - [Dependency Software version life-cycle](#dependency-software-version-life-cycle) - [Communication](#communication) - [Licenses](#licenses) ## [Overview](#id2)[#](#overview "Permalink to this headline") This document outlines the maintenance policy for AWS Neuron Software Development Kit (SDK) and its underlying dependencies. AWS regularly provides the Neuron SDK with updates that may contain support for new or updated APIs, new features, enhancements, bug fixes, security patches, or documentation updates. Updates may also address changes with dependencies, language runtimes, and operating systems. Neuron SDK releases are available as Conda ( up to [Neuron 1.13.0](announcements/neuron1.x/announcements.html#eol-conda-packages) ) and Pip Packages that can be installed within Amazon Machine Images (AMIs). We recommend users to stay up-to-date with SDK releases to keep up with the latest features, security updates, and underlying dependencies. Continued use of an unsupported SDK version is not recommended and is done at the user’s discretion. ## [Neuron SDK](#id3)[#](#neuron-sdk "Permalink to this headline") AWS Neuron is the SDK for [AWS Inferentia](https://aws.amazon.com/machine-learning/inferentia/), the custom designed machine learning chips enabling high-performance deep learning inference applications on [EC2 Inf1 instances](https://aws.amazon.com/ec2/instance-types/inf1/). Neuron includes a deep learning compiler, runtime and tools that are natively integrated into TensorFlow, PyTorch and MXNet. With Neuron, you can develop, profile, and deploy high-performance inference applications on top of [EC2 Inf1 instances](https://aws.amazon.com/ec2/instance-types/inf1/). The Neuron SDK release versions are in the form of X.Y.Z where X represents the major version and Y represent the minor version. Increasing the major version of an SDK indicates that this SDK underwent significant and substantial changes, and some of those changes may not maintain the same programming model. Increasing the minor version of an SDK indicates that this SDK underwent addition of new features, support of new dependency software versions, end-of-support of certain dependency software, enhacement and/or bugfixes. Applications may need to be updated in order for them to work with the newest SDK version. It is important to update major versions carefully and in accordance with the upgrade guidelines provided by AWS. ## [Dependency Software](#id4)[#](#dependency-software "Permalink to this headline") Neuron SDK has underlying dependencies, such as language runtimes, operating systems, or third party libraries and machine learning frameworks. These dependencies are typically tied to the language community or the vendor who owns that particular component. The following terms are used to classify underlying dependencies: - Operating system (OS): Examples include Amazon Linux AMI, Amazon Linux 2. - Language runtime: Examples include Python. - Third party library / framework: Examples include PyTorch, TensorFlow, MXNet and ONNX. Each community or vendor maintains their own versioning policy and publishes their own end-of-support schedule for their product. ## [Neuron SDK version life-cycle](#id5)[#](#neuron-sdk-version-life-cycle "Permalink to this headline") The life-cycle for Neuron SDK version consists of 3 phases, which are outlined below. - **Supported (Phase 1)** During this phase, AWS will provide critical bugfixes and security patches. Usually AWS will support each Neuron SDK version for at least 12 months, but AWS reserves the right to stop supporting an SDK version before the 12 months period. Note AWS will address new features or Dependency Software updates by publishing a new version with an increment in the Neuron SDK minor version. - **End-of-Support Announcement (Phase 2)** AWS will announce the End-of-Support phase at least 3 months before a specific Neuron SDK version enters End-of-Support phase. During this period, the SDK will continue to be supported. - **End-of-Support (Phase 3)** When a Neuron SDK version reaches end-of support, it will no longer receive critical bugfixes and security patches. Previously published Neuron SDK versions will continue to be available via Conda ( up to [Neuron 1.13.0](announcements/neuron1.x/announcements.html#eol-conda-packages) ) or Pip packages. Use of an SDK version which has reached end-of-support is done at the user’s discretion. We recommend users to upgrade to the latest Neuron SDK version. ## [Dependency Software version life-cycle](#id6)[#](#dependency-software-version-life-cycle "Permalink to this headline") The life-cycle for Dependency Software version consists of 4 phases, but there may not be a Phase 3 (Maintenance) period in some cases. The phases are outlined below. - **Supported (Phase 1)** During this phase, Dependency Software version is supported. AWS will provide regular updates, bug fixes and/or security patches to the Dependency Software version, AWS will address those updates and bug fixes by including them in a new Neuron SDK version with an increment in the Neuron SDK minor version. There is no minimum support period for a Dependency Software version. - **Maintenance and/or End-of-Support Announcement (Phase 2)** AWS will announce the Maintenance phase or the End-of-Support phase of Dependency Software version. Since each community or vendor maintains their own versioning policy and publishes their own end-of-support schedule for their product, there is no minimum duration to do the announcement before Dependency Software version enters Maintenance phase or End-of-Support phase and in some cases the announcement can happen at the same time when the Dependency Software version enters Maintenance phase or End-of-Support phase. During this period, the Dependency Software version will continue to be supported. - **Maintenance (Phase 3)** During the maintenance phase, AWS limits Dependency Software version to address critical bug fixes and security issues only. There is no minimum Maintenance period. This phase is optional and AWS will reserve the right to skip it for specific Dependency Software products. - **End-of-Support (Phase 4)** When a Dependency Software version reaches end-of support, it will no longer receive updates or releases. Previously published releases will continue to be available via Conda ( up to [Neuron 1.13.0](announcements/neuron1.x/announcements.html#eol-conda-packages) ) or Pip packages. Use of an SDK which has reached end-of-support is done at the user’s discretion. We recommend users to upgrade to the new major version. When a Dependency Software version reaches end-of support, it will no longer receive critical bugfixes and security patches. Previously published Dependency Software versions will continue to be available via Neuron SDK Conda ( up to [Neuron 1.13.0](announcements/neuron1.x/announcements.html#eol-conda-packages) ) or Pip packages. Use of a Dependency Software version which has reached end-of-support is done at the user’s discretion. We recommend users to upgrade to the latest Neuron SDK version that include the latest Dependency Software versions. Note AWS reserves the right to stop support for an underlying dependency without a maintenance phase. ## [Communication](#id7)[#](#communication "Permalink to this headline") Maintenance and End-Of-Support announcements are communicated as follows: - Neuron SDK documentation. To see the list of available Neuron SDK versions and supported Dependency Software versions see [Release Content](../release-notes/releasecontent.html#neuron-release-content) and [What’s New](../release-notes/index.html#neuron-whatsnew) in latest Neuron version. ## [Licenses](#id8)[#](#licenses "Permalink to this headline") The license files for the Neuron SDK packages are located in the installation directories. For RPM/YUM packages, first follow Neuron SDK setup instructions to install RPM/YUM packages, then do: ``` # The following command assumes you have already installed RPM/YUM packages per Neuron SDK setup instructions if [ $USER == "ubuntu" ]; then sudo dpkg -L $(sudo dpkg-query -f '${binary:Package}\n' -W | grep neuron) | grep -i license; else rpm -ql $(rpm -qa | grep neuron) | grep -i license; fi ``` Example output: ``` /usr/share/doc/aws-neuronx-tools/LICENSE.txt /usr/share/doc/aws-neuronx-tools/THIRD-PARTY-LICENSES.txt /usr/share/doc/aws-neuronx-oci-hook/LICENSE.txt /usr/share/doc/aws-neuronx-oci-hook/THIRD-PARTY-LICENSES.txt /usr/share/doc/aws-neuronx-collectives/LICENSE.txt /usr/share/doc/aws-neuronx-runtime-lib/LICENSE.txt /usr/src/aws-neuronx-2.7.33.0/LICENSE ``` For the Python packages, you can see the locations of licenses in the site-packages directory of the Python environment using the following commands: ``` # The following installation instructions are only for license check, not development or deployment. # See Neuron SDK setup instruction for proper development or deployment setups. python -m venv check_license_venv source check_license_venv/bin/activate pip install -U pip python -m pip config set global.extra-index-url "https://pip.repos.neuron.amazonaws.com" python -m pip install neuron-cc neuronx-cc torch-neuron torch-neuronx tensorflow-neuron tensorflow-neuronx tensorboard-plugin-neuron tensorboard-plugin-neuronx mx_neuron ls $VIRTUAL_ENV/lib/python*/site-packages/{libneuronxla,torch_xla,torch_neuron,tensorflow_neuron,tensorboard_plugin_neuron,mx_neuron,neuron}*/*LICENSE* ``` Example output: ``` /home/ec2-user/test_venv/lib/python3.7/site-packages/libneuronxla/LICENSE.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/libneuronxla/THIRD-PARTY-LICENSES.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/mx_neuron/THIRD-PARTY-LICENSES.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/neuron_cc-1.14.3.0+adaa2ac56.dist-info/LICENSE.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/neuronx_cc-2.5.0.28+1be23f232.dist-info/LICENSE.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/neuronx_hwm-2.5.0.0+dad732dd6.dist-info/LICENSE.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/tensorboard_plugin_neuron/LICENSE.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/tensorboard_plugin_neuron/THIRD-PARTY-LICENSES.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/tensorboard_plugin_neuronx/LICENSE.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/tensorboard_plugin_neuronx/THIRD-PARTY-LICENSES.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/tensorflow_neuron/LICENSE /home/ec2-user/test_venv/lib/python3.7/site-packages/tensorflow_neuron/THIRD-PARTY-LICENSES.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/tensorflow_neuronx/LICENSE.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/torch_neuron-1.13.1.2.6.5.0.dist-info/LICENSE.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/torch_neuronx/LICENSE.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/torch_xla-1.13.0+torchneuron5.dist-info/LICENSE ``` Neuron documentation, samples and tools packages on GitHub licenses are available in the respective GitHub repositories: [https://github.com/aws-neuron/aws-neuron-sdk/blob/master/LICENSE-DOCUMENTATION](https://github.com/aws-neuron/aws-neuron-sdk/blob/master/LICENSE-DOCUMENTATION) [https://github.com/aws-neuron/transformers-neuronx/blob/master/LICENSE](https://github.com/aws-neuron/transformers-neuronx/blob/master/LICENSE) [https://github.com/aws-neuron/aws-neuron-samples/blob/master/LICENSE](https://github.com/aws-neuron/aws-neuron-samples/blob/master/LICENSE) [https://github.com/aws-neuron/aws-neuron-sdk/blob/master/src/neuronperf/LICENSE](https://github.com/aws-neuron/aws-neuron-sdk/blob/master/src/neuronperf/LICENSE) [https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm/blob/master/LICENSE](https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm/blob/master/LICENSE) [https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/LICENSE](https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/LICENSE) [https://github.com/aws-neuron/aws-neuron-tensorflow/blob/master/LICENSE](https://github.com/aws-neuron/aws-neuron-tensorflow/blob/master/LICENSE) [https://github.com/aws-neuron/aws-neuron-tensorflow/blob/master/THIRD-PARTY-LICENSES.txt](https://github.com/aws-neuron/aws-neuron-tensorflow/blob/master/THIRD-PARTY-LICENSES.txt) [https://github.com/aws-neuron/neuronx-nemo-megatron/blob/main/THIRD-PARTY-LICENSES](https://github.com/aws-neuron/neuronx-nemo-megatron/blob/main/THIRD-PARTY-LICENSES) _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>SDK Maintenance Policy — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Security Disclosures" href="security.html"> <link rel="prev" title="Support" href="support.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/sdk-policy", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="support.html"> Support </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/sdk-policy.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/sdk-policy.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/general/sdk-policy.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#overview"> Overview </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-sdk"> Neuron SDK </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#dependency-software"> Dependency Software </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-sdk-version-life-cycle"> Neuron SDK version life-cycle </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#dependency-software-version-life-cycle"> Dependency Software version life-cycle </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#communication"> Communication </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#licenses"> Licenses </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>SDK Maintenance Policy</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#overview"> Overview </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-sdk"> Neuron SDK </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#dependency-software"> Dependency Software </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#neuron-sdk-version-life-cycle"> Neuron SDK version life-cycle </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#dependency-software-version-life-cycle"> Dependency Software version life-cycle </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#communication"> Communication </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#licenses"> Licenses </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="neuron-maintenance-policy"> <span id="sdk-maintenance-policy"></span><span id="id1"></span><h1>SDK Maintenance Policy<a class="headerlink" href="#neuron-maintenance-policy" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of Contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#overview" id="id2">Overview</a></p></li> <li><p><a class="reference internal" href="#neuron-sdk" id="id3">Neuron SDK</a></p></li> <li><p><a class="reference internal" href="#dependency-software" id="id4">Dependency Software</a></p></li> <li><p><a class="reference internal" href="#neuron-sdk-version-life-cycle" id="id5">Neuron SDK version life-cycle</a></p></li> <li><p><a class="reference internal" href="#dependency-software-version-life-cycle" id="id6">Dependency Software version life-cycle</a></p></li> <li><p><a class="reference internal" href="#communication" id="id7">Communication</a></p></li> <li><p><a class="reference internal" href="#licenses" id="id8">Licenses</a></p></li> </ul> </div> <div class="section" id="overview"> <h2><a class="toc-backref" href="#id2">Overview</a><a class="headerlink" href="#overview" title="Permalink to this headline">#</a></h2> <p>This document outlines the maintenance policy for AWS Neuron Software Development Kit (SDK) and its underlying dependencies. AWS regularly provides the Neuron SDK with updates that may contain support for new or updated APIs, new features, enhancements, bug fixes, security patches, or documentation updates. Updates may also address changes with dependencies, language runtimes, and operating systems. Neuron SDK releases are available as Conda ( up to <a class="reference internal" href="announcements/neuron1.x/announcements.html#eol-conda-packages"><span class="std std-ref">Neuron 1.13.0</span></a> ) and Pip Packages that can be installed within Amazon Machine Images (AMIs).</p> <p>We recommend users to stay up-to-date with SDK releases to keep up with the latest features, security updates, and underlying dependencies. Continued use of an unsupported SDK version is not recommended and is done at the user’s discretion.</p> </div> <div class="section" id="neuron-sdk"> <h2><a class="toc-backref" href="#id3">Neuron SDK</a><a class="headerlink" href="#neuron-sdk" title="Permalink to this headline">#</a></h2> <p>AWS Neuron is the SDK for <a class="reference external" href="https://aws.amazon.com/machine-learning/inferentia/">AWS Inferentia</a>, the custom designed machine learning chips enabling high-performance deep learning inference applications on <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">EC2 Inf1 instances</a>. Neuron includes a deep learning compiler, runtime and tools that are natively integrated into TensorFlow, PyTorch and MXNet. With Neuron, you can develop, profile, and deploy high-performance inference applications on top of <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">EC2 Inf1 instances</a>.</p> <p>The Neuron SDK release versions are in the form of X.Y.Z where X represents the major version and Y represent the minor version. Increasing the major version of an SDK indicates that this SDK underwent significant and substantial changes, and some of those changes may not maintain the same programming model. Increasing the minor version of an SDK indicates that this SDK underwent addition of new features, support of new dependency software versions, end-of-support of certain dependency software, enhacement and/or bugfixes. Applications may need to be updated in order for them to work with the newest SDK version. It is important to update major versions carefully and in accordance with the upgrade guidelines provided by AWS.</p> </div> <div class="section" id="dependency-software"> <h2><a class="toc-backref" href="#id4">Dependency Software</a><a class="headerlink" href="#dependency-software" title="Permalink to this headline">#</a></h2> <p>Neuron SDK has underlying dependencies, such as language runtimes, operating systems, or third party libraries and machine learning frameworks. These dependencies are typically tied to the language community or the vendor who owns that particular component. The following terms are used to classify underlying dependencies:</p> <ul class="simple"> <li><p>Operating system (OS): Examples include Amazon Linux AMI, Amazon Linux 2.</p></li> <li><p>Language runtime: Examples include Python.</p></li> <li><p>Third party library / framework: Examples include PyTorch, TensorFlow, MXNet and ONNX.</p></li> </ul> <p>Each community or vendor maintains their own versioning policy and publishes their own end-of-support schedule for their product.</p> </div> <div class="section" id="neuron-sdk-version-life-cycle"> <h2><a class="toc-backref" href="#id5">Neuron SDK version life-cycle</a><a class="headerlink" href="#neuron-sdk-version-life-cycle" title="Permalink to this headline">#</a></h2> <p>The life-cycle for Neuron SDK version consists of 3 phases, which are outlined below.</p> <ul> <li><p><strong>Supported (Phase 1)</strong></p> <p>During this phase, AWS will provide critical bugfixes and security patches. Usually AWS will support each Neuron SDK version for at least 12 months, but AWS reserves the right to stop supporting an SDK version before the 12 months period.</p> <div class="admonition note"> <p class="admonition-title">Note</p> <p>AWS will address new features or Dependency Software updates by publishing a new version with an increment in the Neuron SDK minor version.</p> </div> </li> <li><p><strong>End-of-Support Announcement (Phase 2)</strong></p> <p>AWS will announce the End-of-Support phase at least 3 months before a specific Neuron SDK version enters End-of-Support phase. During this period, the SDK will continue to be supported.</p> </li> <li><p><strong>End-of-Support (Phase 3)</strong></p> <p>When a Neuron SDK version reaches end-of support, it will no longer receive critical bugfixes and security patches. Previously published Neuron SDK versions will continue to be available via Conda ( up to <a class="reference internal" href="announcements/neuron1.x/announcements.html#eol-conda-packages"><span class="std std-ref">Neuron 1.13.0</span></a> ) or Pip packages. Use of an SDK version which has reached end-of-support is done at the user’s discretion. We recommend users to upgrade to the latest Neuron SDK version.</p> </li> </ul> </div> <div class="section" id="dependency-software-version-life-cycle"> <h2><a class="toc-backref" href="#id6">Dependency Software version life-cycle</a><a class="headerlink" href="#dependency-software-version-life-cycle" title="Permalink to this headline">#</a></h2> <p>The life-cycle for Dependency Software version consists of 4 phases, but there may not be a Phase 3 (Maintenance) period in some cases. The phases are outlined below.</p> <ul> <li><p><strong>Supported (Phase 1)</strong></p> <p>During this phase, Dependency Software version is supported. AWS will provide regular updates, bug fixes and/or security patches to the Dependency Software version, AWS will address those updates and bug fixes by including them in a new Neuron SDK version with an increment in the Neuron SDK minor version. There is no minimum support period for a Dependency Software version.</p> </li> <li><p><strong>Maintenance and/or End-of-Support Announcement (Phase 2)</strong></p> <p>AWS will announce the Maintenance phase or the End-of-Support phase of Dependency Software version.</p> <p>Since each community or vendor maintains their own versioning policy and publishes their own end-of-support schedule for their product, there is no minimum duration to do the announcement before Dependency Software version enters Maintenance phase or End-of-Support phase and in some cases the announcement can happen at the same time when the Dependency Software version enters Maintenance phase or End-of-Support phase.</p> <p>During this period, the Dependency Software version will continue to be supported.</p> </li> <li><p><strong>Maintenance (Phase 3)</strong></p> <p>During the maintenance phase, AWS limits Dependency Software version to address critical bug fixes and security issues only. There is no minimum Maintenance period.</p> <p>This phase is optional and AWS will reserve the right to skip it for specific Dependency Software products.</p> </li> <li><p><strong>End-of-Support (Phase 4)</strong></p> <p>When a Dependency Software version reaches end-of support, it will no longer receive updates or releases. Previously published releases will continue to be available via Conda ( up to <a class="reference internal" href="announcements/neuron1.x/announcements.html#eol-conda-packages"><span class="std std-ref">Neuron 1.13.0</span></a> ) or Pip packages. Use of an SDK which has reached end-of-support is done at the user’s discretion. We recommend users to upgrade to the new major version.</p> <p>When a Dependency Software version reaches end-of support, it will no longer receive critical bugfixes and security patches. Previously published Dependency Software versions will continue to be available via Neuron SDK Conda ( up to <a class="reference internal" href="announcements/neuron1.x/announcements.html#eol-conda-packages"><span class="std std-ref">Neuron 1.13.0</span></a> ) or Pip packages.</p> <p>Use of a Dependency Software version which has reached end-of-support is done at the user’s discretion. We recommend users to upgrade to the latest Neuron SDK version that include the latest Dependency Software versions.</p> </li> </ul> <div class="admonition note"> <p class="admonition-title">Note</p> <p>AWS reserves the right to stop support for an underlying dependency without a maintenance phase.</p> </div> </div> <div class="section" id="communication"> <h2><a class="toc-backref" href="#id7">Communication</a><a class="headerlink" href="#communication" title="Permalink to this headline">#</a></h2> <p>Maintenance and End-Of-Support announcements are communicated as follows:</p> <ul class="simple"> <li><p>Neuron SDK documentation.</p></li> </ul> <p>To see the list of available Neuron SDK versions and supported Dependency Software versions see <a class="reference internal" href="../release-notes/releasecontent.html#neuron-release-content"><span class="std std-ref">Release Content</span></a> and <a class="reference internal" href="../release-notes/index.html#neuron-whatsnew"><span class="std std-ref">What’s New</span></a> in latest Neuron version.</p> </div> <div class="section" id="licenses"> <h2><a class="toc-backref" href="#id8">Licenses</a><a class="headerlink" href="#licenses" title="Permalink to this headline">#</a></h2> <p>The license files for the Neuron SDK packages are located in the installation directories.</p> <p>For RPM/YUM packages, first follow Neuron SDK setup instructions to install RPM/YUM packages, then do:</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># The following command assumes you have already installed RPM/YUM packages per Neuron SDK setup instructions</span> <span class="k">if</span><span class="w"> </span><span class="o">[</span><span class="w"> </span><span class="nv">$USER</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="s2">"ubuntu"</span><span class="w"> </span><span class="o">]</span><span class="p">;</span><span class="w"> </span><span class="k">then</span><span class="w"> </span>sudo<span class="w"> </span>dpkg<span class="w"> </span>-L<span class="w"> </span><span class="k">$(</span>sudo<span class="w"> </span>dpkg-query<span class="w"> </span>-f<span class="w"> </span><span class="s1">'${binary:Package}\n'</span><span class="w"> </span>-W<span class="w"> </span><span class="p">|</span><span class="w"> </span>grep<span class="w"> </span>neuron<span class="k">)</span><span class="w"> </span><span class="p">|</span><span class="w"> </span>grep<span class="w"> </span>-i<span class="w"> </span>license<span class="p">;</span><span class="w"> </span><span class="k">else</span><span class="w"> </span>rpm<span class="w"> </span>-ql<span class="w"> </span><span class="k">$(</span>rpm<span class="w"> </span>-qa<span class="w"> </span><span class="p">|</span><span class="w"> </span>grep<span class="w"> </span>neuron<span class="k">)</span><span class="w"> </span><span class="p">|</span><span class="w"> </span>grep<span class="w"> </span>-i<span class="w"> </span>license<span class="p">;</span><span class="w"> </span><span class="k">fi</span> </pre></div> </div> <p>Example output:</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>/usr/share/doc/aws-neuronx-tools/LICENSE.txt /usr/share/doc/aws-neuronx-tools/THIRD-PARTY-LICENSES.txt /usr/share/doc/aws-neuronx-oci-hook/LICENSE.txt /usr/share/doc/aws-neuronx-oci-hook/THIRD-PARTY-LICENSES.txt /usr/share/doc/aws-neuronx-collectives/LICENSE.txt /usr/share/doc/aws-neuronx-runtime-lib/LICENSE.txt /usr/src/aws-neuronx-2.7.33.0/LICENSE </pre></div> </div> <p>For the Python packages, you can see the locations of licenses in the site-packages directory of the Python environment using the following commands:</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># The following installation instructions are only for license check, not development or deployment.</span> <span class="c1"># See Neuron SDK setup instruction for proper development or deployment setups.</span> python<span class="w"> </span>-m<span class="w"> </span>venv<span class="w"> </span>check_license_venv <span class="nb">source</span><span class="w"> </span>check_license_venv/bin/activate pip<span class="w"> </span>install<span class="w"> </span>-U<span class="w"> </span>pip python<span class="w"> </span>-m<span class="w"> </span>pip<span class="w"> </span>config<span class="w"> </span><span class="nb">set</span><span class="w"> </span>global.extra-index-url<span class="w"> </span><span class="s2">"https://pip.repos.neuron.amazonaws.com"</span> python<span class="w"> </span>-m<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>neuron-cc<span class="w"> </span>neuronx-cc<span class="w"> </span>torch-neuron<span class="w"> </span>torch-neuronx<span class="w"> </span>tensorflow-neuron<span class="w"> </span>tensorflow-neuronx<span class="w"> </span>tensorboard-plugin-neuron<span class="w"> </span>tensorboard-plugin-neuronx<span class="w"> </span>mx_neuron ls<span class="w"> </span><span class="nv">$VIRTUAL_ENV</span>/lib/python*/site-packages/<span class="o">{</span>libneuronxla,torch_xla,torch_neuron,tensorflow_neuron,tensorboard_plugin_neuron,mx_neuron,neuron<span class="o">}</span>*/*LICENSE* </pre></div> </div> <p>Example output:</p> <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>/home/ec2-user/test_venv/lib/python3.7/site-packages/libneuronxla/LICENSE.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/libneuronxla/THIRD-PARTY-LICENSES.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/mx_neuron/THIRD-PARTY-LICENSES.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/neuron_cc-1.14.3.0+adaa2ac56.dist-info/LICENSE.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/neuronx_cc-2.5.0.28+1be23f232.dist-info/LICENSE.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/neuronx_hwm-2.5.0.0+dad732dd6.dist-info/LICENSE.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/tensorboard_plugin_neuron/LICENSE.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/tensorboard_plugin_neuron/THIRD-PARTY-LICENSES.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/tensorboard_plugin_neuronx/LICENSE.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/tensorboard_plugin_neuronx/THIRD-PARTY-LICENSES.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/tensorflow_neuron/LICENSE /home/ec2-user/test_venv/lib/python3.7/site-packages/tensorflow_neuron/THIRD-PARTY-LICENSES.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/tensorflow_neuronx/LICENSE.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/torch_neuron-1.13.1.2.6.5.0.dist-info/LICENSE.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/torch_neuronx/LICENSE.txt /home/ec2-user/test_venv/lib/python3.7/site-packages/torch_xla-1.13.0+torchneuron5.dist-info/LICENSE </pre></div> </div> <p>Neuron documentation, samples and tools packages on GitHub licenses are available in the respective GitHub repositories:</p> <p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/master/LICENSE-DOCUMENTATION">https://github.com/aws-neuron/aws-neuron-sdk/blob/master/LICENSE-DOCUMENTATION</a></p> <p><a class="reference external" href="https://github.com/aws-neuron/transformers-neuronx/blob/master/LICENSE">https://github.com/aws-neuron/transformers-neuronx/blob/master/LICENSE</a></p> <p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/LICENSE">https://github.com/aws-neuron/aws-neuron-samples/blob/master/LICENSE</a></p> <p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/master/src/neuronperf/LICENSE">https://github.com/aws-neuron/aws-neuron-sdk/blob/master/src/neuronperf/LICENSE</a></p> <p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm/blob/master/LICENSE">https://github.com/aws-neuron/aws-neuron-reference-for-megatron-lm/blob/master/LICENSE</a></p> <p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/LICENSE">https://github.com/aws-neuron/aws-neuron-parallelcluster-samples/blob/master/LICENSE</a></p> <p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-tensorflow/blob/master/LICENSE">https://github.com/aws-neuron/aws-neuron-tensorflow/blob/master/LICENSE</a></p> <p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-tensorflow/blob/master/THIRD-PARTY-LICENSES.txt">https://github.com/aws-neuron/aws-neuron-tensorflow/blob/master/THIRD-PARTY-LICENSES.txt</a></p> <p><a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron/blob/main/THIRD-PARTY-LICENSES">https://github.com/aws-neuron/neuronx-nemo-megatron/blob/main/THIRD-PARTY-LICENSES</a></p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="support.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Support</p> </div> </a> <a class="right-next" id="next-link" href="security.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Security Disclosures</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:24.521Z
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/index.rst.txt
``` Welcome to AWS Neuron ===================== .. meta:: :description: Neuron SDK is powering AWS Inferentia and Trainium based instances, natively integrated into PyTorch and TensorFlow. Enabling you to quicky start with Amazon EC2, AWS Sagemaker, ECS and EKS. AWS Neuron is the SDK used to run deep learning workloads on AWS Inferentia and AWS Trainium based instances. It supports customers in their end-to-end ML development lifecycle to build new models, train and optimize these models, and then deploy them for production. To learn about the model architectures currently supported on Inf1, Inf2, Trn1 and Trn1n instances, please see :ref:`model_architecture_fit`. To learn about upcoming capabilities, please view the :ref:`neuron_roadmap`. AWS Neuron includes a deep learning compiler, runtime, and tools that are natively integrated into TensorFlow, PyTorch and Apache MXNet (incubating). The EC2 Trn1/Trn1n instances are optimized for the highest performance and best price-performance training in AWS. The EC2 Inf2 instances are designed for high-performance deep learning inference applications. With Neuron, customers can quickly start using Inf/Trn instances through services like Amazon Sagemaker, Amazon Elastic Container Service (ECS), Amazon Elastic Kubernetes Service (EKS), AWS Batch, and AWS Parallel Cluster. Check :ref:`announcements-main` and check :ref:`latest-neuron-release` for latest release. .. grid:: 2 .. card:: Get Started with Neuron :link: neuron-quickstart :link-type: ref .. card:: Neuron Quick Links :link: docs-quick-links :link-type: ref .. toctree:: :maxdepth: 1 :caption: Overview Quick Links </general/quick-start/docs-quicklinks> Get Started with Neuron </general/quick-start/index> GitHub Samples </general/quick-start/github-samples> Performance </general/benchmarks/index> What’s New </release-notes/index> /general/announcements/blogs Announcements </general/announcements/index> .. toctree:: :maxdepth: 1 :caption: ML Frameworks PyTorch Neuron </frameworks/torch/index> TensorFlow Neuron </frameworks/tensorflow/index> Apache MXNet (Incubating) </frameworks/mxnet-neuron/index> .. toctree:: :maxdepth: 1 :caption: ML Libraries Transformers Neuron </libraries/transformers-neuronx/index> Neuron Distributed </libraries/neuronx-distributed/index> AWS Neuron Reference for NeMo Megatron </libraries/nemo-megatron/index> .. toctree:: :maxdepth: 1 :caption: User Guide Neuron Runtime </neuron-runtime/index> Neuron Compiler </compiler/index> Neuron C++ Custom Operators </neuron-customops/index> Neuron Tools </tools/index> Neuron Calculator </general/calculator/neuron-calculator> Setup Guide </general/setup/index> Containers Deployment </containers/index> Developer Flows </general/devflows/index> .. toctree:: :maxdepth: 1 :caption: Learning Neuron Architecture </general/arch/index> Features </general/arch/neuron-features/index> Application Notes </general/appnotes/index> FAQ </general/faq> Troubleshooting </general/troubleshooting> .. toctree:: :maxdepth: 1 :caption: About Neuron /release-notes/release Roadmap </general/roadmap-readme> Support </general/support> ```
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Welcome to AWS Neuron ===================== .. meta:: :description: Neuron SDK is powering AWS Inferentia and Trainium based instances, natively integrated into PyTorch and TensorFlow. Enabling you to quicky start with Amazon EC2, AWS Sagemaker, ECS and EKS. AWS Neuron is the SDK used to run deep learning workloads on AWS Inferentia and AWS Trainium based instances. It supports customers in their end-to-end ML development lifecycle to build new models, train and optimize these models, and then deploy them for production. To learn about the model architectures currently supported on Inf1, Inf2, Trn1 and Trn1n instances, please see :ref:`model_architecture_fit`. To learn about upcoming capabilities, please view the :ref:`neuron_roadmap`. AWS Neuron includes a deep learning compiler, runtime, and tools that are natively integrated into TensorFlow, PyTorch and Apache MXNet (incubating). The EC2 Trn1/Trn1n instances are optimized for the highest performance and best price-performance training in AWS. The EC2 Inf2 instances are designed for high-performance deep learning inference applications. With Neuron, customers can quickly start using Inf/Trn instances through services like Amazon Sagemaker, Amazon Elastic Container Service (ECS), Amazon Elastic Kubernetes Service (EKS), AWS Batch, and AWS Parallel Cluster. Check :ref:`announcements-main` and check :ref:`latest-neuron-release` for latest release. .. grid:: 2 .. card:: Get Started with Neuron :link: neuron-quickstart :link-type: ref .. card:: Neuron Quick Links :link: docs-quick-links :link-type: ref .. toctree:: :maxdepth: 1 :caption: Overview Quick Links &lt;/general/quick-start/docs-quicklinks&gt; Get Started with Neuron &lt;/general/quick-start/index&gt; GitHub Samples &lt;/general/quick-start/github-samples&gt; Performance &lt;/general/benchmarks/index&gt; What’s New &lt;/release-notes/index&gt; /general/announcements/blogs Announcements &lt;/general/announcements/index&gt; .. toctree:: :maxdepth: 1 :caption: ML Frameworks PyTorch Neuron &lt;/frameworks/torch/index&gt; TensorFlow Neuron &lt;/frameworks/tensorflow/index&gt; Apache MXNet (Incubating) &lt;/frameworks/mxnet-neuron/index&gt; .. toctree:: :maxdepth: 1 :caption: ML Libraries Transformers Neuron &lt;/libraries/transformers-neuronx/index&gt; Neuron Distributed &lt;/libraries/neuronx-distributed/index&gt; AWS Neuron Reference for NeMo Megatron &lt;/libraries/nemo-megatron/index&gt; .. toctree:: :maxdepth: 1 :caption: User Guide Neuron Runtime &lt;/neuron-runtime/index&gt; Neuron Compiler &lt;/compiler/index&gt; Neuron C++ Custom Operators &lt;/neuron-customops/index&gt; Neuron Tools &lt;/tools/index&gt; Neuron Calculator &lt;/general/calculator/neuron-calculator&gt; Setup Guide &lt;/general/setup/index&gt; Containers Deployment &lt;/containers/index&gt; Developer Flows &lt;/general/devflows/index&gt; .. toctree:: :maxdepth: 1 :caption: Learning Neuron Architecture &lt;/general/arch/index&gt; Features &lt;/general/arch/neuron-features/index&gt; Application Notes &lt;/general/appnotes/index&gt; FAQ &lt;/general/faq&gt; Troubleshooting &lt;/general/troubleshooting&gt; .. toctree:: :maxdepth: 1 :caption: About Neuron /release-notes/release Roadmap &lt;/general/roadmap-readme&gt; Support &lt;/general/support&gt; </pre></body></html>
2023-09-29T20:54:24.592Z
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/quick-start/docs-quicklinks.rst.txt
``` .. _docs-quick-links: Neuron Quick Links ================== .. grid:: 2 .. dropdown:: Overview :class-title: sphinx-design-class-title-small :class-body: sphinx-design-class-body-small :animate: fade-in :open: * :ref:`neuron-quickstart` * :ref:`neuron-github-samples` * :ref:`benchmark` * :ref:`neuron-whatsnew` * :ref:`announcements-main` .. dropdown:: ML Frameworks :class-title: sphinx-design-class-title-small :class-body: sphinx-design-class-body-small :animate: fade-in :open: * :ref:`pytorch-neuronx-main` * :ref:`tensorflow-neuron-main` * :ref:`mxnet-neuron-main` .. dropdown:: ML Libraries :class-title: sphinx-design-class-title-small :class-body: sphinx-design-class-body-small :animate: fade-in :open: * :ref:`transformers_neuronx_readme` * :ref:`neuronx-distributed-index` .. dropdown:: User Guide :class-title: sphinx-design-class-title-small :class-body: sphinx-design-class-body-small :animate: fade-in :open: * :ref:`neuron_runtime` * :ref:`neuron_cc` * :ref:`neuron_c++customops` * :ref:`neuron-tools` * :ref:`setup-guide-index` * :ref:`neuron_containers` * :ref:`neuron-devflows` .. dropdown:: Learn Neuron :class-title: sphinx-design-class-title-small :class-body: sphinx-design-class-body-small :animate: fade-in :open: * :ref:`neuron-architecture-index` * :ref:`neuron-features-index` * :ref:`neuron-appnotes-index` * :ref:`neuron_faq` * :ref:`general-troubleshooting` .. dropdown:: About Neuron :class-title: sphinx-design-class-title-small :class-body: sphinx-design-class-body-small :animate: fade-in :open: * :ref:`latest-release` * :ref:`neuron_roadmap` * :ref:`neuron_support` ```
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _docs-quick-links: Neuron Quick Links ================== .. grid:: 2 .. dropdown:: Overview :class-title: sphinx-design-class-title-small :class-body: sphinx-design-class-body-small :animate: fade-in :open: * :ref:`neuron-quickstart` * :ref:`neuron-github-samples` * :ref:`benchmark` * :ref:`neuron-whatsnew` * :ref:`announcements-main` .. dropdown:: ML Frameworks :class-title: sphinx-design-class-title-small :class-body: sphinx-design-class-body-small :animate: fade-in :open: * :ref:`pytorch-neuronx-main` * :ref:`tensorflow-neuron-main` * :ref:`mxnet-neuron-main` .. dropdown:: ML Libraries :class-title: sphinx-design-class-title-small :class-body: sphinx-design-class-body-small :animate: fade-in :open: * :ref:`transformers_neuronx_readme` * :ref:`neuronx-distributed-index` .. dropdown:: User Guide :class-title: sphinx-design-class-title-small :class-body: sphinx-design-class-body-small :animate: fade-in :open: * :ref:`neuron_runtime` * :ref:`neuron_cc` * :ref:`neuron_c++customops` * :ref:`neuron-tools` * :ref:`setup-guide-index` * :ref:`neuron_containers` * :ref:`neuron-devflows` .. dropdown:: Learn Neuron :class-title: sphinx-design-class-title-small :class-body: sphinx-design-class-body-small :animate: fade-in :open: * :ref:`neuron-architecture-index` * :ref:`neuron-features-index` * :ref:`neuron-appnotes-index` * :ref:`neuron_faq` * :ref:`general-troubleshooting` .. dropdown:: About Neuron :class-title: sphinx-design-class-title-small :class-body: sphinx-design-class-body-small :animate: fade-in :open: * :ref:`latest-release` * :ref:`neuron_roadmap` * :ref:`neuron_support` </pre></body></html>
2023-09-29T20:54:24.598Z
Release Details — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/release-notes/release.html
# Release Details — AWS Neuron Documentation Toggle in-page Table of Contents
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Release Details — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Roadmap" href="../general/roadmap-readme.html"> <link rel="prev" title="Troubleshooting Guide" href="../general/troubleshooting.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "release-notes/release", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../general/devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../general/devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../general/devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../general/devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../general/troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1 current active"> <a class="current reference internal" href="#"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../general/support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../general/sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../general/contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Frelease-notes/release.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/release-notes/release.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/release-notes/release.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#id1"> Latest Release </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#previous-releases"> Previous Releases </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Release Details</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#id1"> Latest Release </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#previous-releases"> Previous Releases </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="release-details"> <span id="latest-release"></span><h1>Release Details<a class="headerlink" href="#release-details" title="Permalink to this headline">#</a></h1> <div class="section" id="id1"> <h2>Latest Release<a class="headerlink" href="#id1" title="Permalink to this headline">#</a></h2> <ul class="simple"> <li><p><a class="reference internal" href="index.html#latest-neuron-release"><span class="std std-ref">What’s New</span></a></p></li> <li><p><a class="reference internal" href="index.html#latest-neuron-release-artifacts"><span class="std std-ref">Release Artifacts</span></a></p></li> </ul> </div> <div class="section" id="previous-releases"> <h2>Previous Releases<a class="headerlink" href="#previous-releases" title="Permalink to this headline">#</a></h2> <ul class="simple"> <li><p><a class="reference internal" href="prev/rn.html#prev-rn"><span class="std std-ref">Previous Releases Notes (Neuron 2.x)</span></a></p></li> <li><p><a class="reference internal" href="prev/content.html#pre-release-content"><span class="std std-ref">Previous Releases Artifacts (Neuron 2.x)</span></a></p></li> <li><p><a class="reference internal" href="neuron1/prev/rn.html#prev-n1-rn"><span class="std std-ref">Previous Release Notes (Neuron 1.x)</span></a></p></li> </ul> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="../general/troubleshooting.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Troubleshooting Guide</p> </div> </a> <a class="right-next" id="next-link" href="../general/roadmap-readme.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Roadmap</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:24.886Z
Contact Us — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/contact.html
# Contact Us — AWS Neuron Documentation ## Contact Us[#](#contact-us "Permalink to this headline") For support please checkout the [Github issues](https://github.com/aws/aws-neuron-sdk/issues) or [Neuron AWS forums](https://forums.aws.amazon.com/forum.jspa?forumID=355) for an answer, if none of those resources have an answer to your question please open a ticket. If you have an urgent need for a feature you can also contact us directly at [[email protected]](mailto:aws-neuron-support%40amazon.com). _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Contact Us — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="prev" title="Security Disclosures" href="security.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/contact", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="support.html"> Support </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="security.html"> Security Disclosures </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"><!-- Inserted RTD Footer --> <div class="injected"> <div class="rst-versions rst-badge" data-toggle="rst-versions"> <span class="rst-current-version" data-toggle="rst-current-version"> <span class="fa fa-book">&nbsp;</span> v: v2.14.1 <span class="fa fa-caret-down"></span> </span> <div class="rst-other-versions"> <dl> <dt>Versions</dt> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/contact.html">latest</a> </dd> <dd class="rtd-current-item"> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/contact.html">v2.14.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/contact.html">v2.14.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/contact.html">v2.13.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/contact.html">v2.13.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/contact.html">v2.13.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/contact.html">v2.12.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/contact.html">v2.12.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/contact.html">v2.12.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/contact.html">v2.11.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/contact.html">v2.10.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/contact.html">v2.9.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/contact.html">v2.9.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/contact.html">v2.8.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/contact.html">v2.7.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/contact.html">v2.6.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/contact.html">v2.5.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/contact.html">v2.4.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/contact.html">v2.3.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/contact.html">v1.19.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/contact.html">v1.19.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/contact.html">v1.19.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/contact.html">v1.18.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/contact.html">v1.17.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/contact.html">v1.17.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/contact.html">v1.17.0</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/contact.html">v1.16.3</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/contact.html">v1.16.2</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/contact.html">v1.16.1</a> </dd> <dd> <a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/contact.html">v1.16.0</a> </dd> </dl> <dl> <dt>Downloads</dt> <dd><a href="//awsdocs-neuron.readthedocs-hosted.com/_/downloads/en/v2.14.1/pdf/">PDF</a></dd> </dl> <dl> <dt>On GitHub</dt> <dd> <a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/contact.rst">View</a> </dd> </dl> <hr> <div> <div> Documentation hosted by <a href="https://readthedocs.com">Read the Docs</a> </div> </div> </div> </div> </div> </div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/contact.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/contact.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/general/contact.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Contact Us</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="contact-us"> <span id="id1"></span><h1>Contact Us<a class="headerlink" href="#contact-us" title="Permalink to this headline">#</a></h1> <p>For support please checkout the <a class="reference external" href="https://github.com/aws/aws-neuron-sdk/issues">Github issues</a> or <a class="reference external" href="https://forums.aws.amazon.com/forum.jspa?forumID=355">Neuron AWS forums</a> for an answer, if none of those resources have an answer to your question please open a ticket.</p> <p>If you have an urgent need for a feature you can also contact us directly at <a class="reference external" href="mailto:aws-neuron-support%40amazon.com">aws-neuron-support<span>@</span>amazon<span>.</span>com</a>.</p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="security.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">Security Disclosures</p> </div> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:25.072Z
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/quick-start/github-samples.rst.txt
``` .. _neuron-github-samples: Neuron GitHub Samples ===================== .. grid:: 2 .. dropdown:: Training Samples for ``Trn1`` :class-title: sphinx-design-class-title-small :class-body: sphinx-design-class-body-small :animate: fade-in :open: * `PyTorch Neuron (torch-neuronx) samples for Trn1 <https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx#training>`_ * `Nemo Megatron for Neuron for Trn1 <https://github.com/aws-neuron/neuronx-nemo-megatron>`_ * `AWS Neuron samples for ParallelCluster <https://github.com/aws-neuron/aws-neuron-parallelcluster-samples>`_ * `AWS Neuron samples for EKS <https://github.com/aws-neuron/aws-neuron-eks-samples>`_ * `AWS Neuron samples for SageMaker <https://github.com/aws-neuron/aws-neuron-sagemaker-samples>`_ .. dropdown:: Inference Samples for ``Inf2 & Trn1`` :class-title: sphinx-design-class-title-small :class-body: sphinx-design-class-body-small :animate: fade-in :open: * `PyTorch Neuron (torch-neuronx) samples for Inf2 & Trn1 <https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx#inference>`_ * `Transformers Neuron (transformers-neuronx) samples <https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx>`_ * `AWS Neuron samples for SageMaker <https://github.com/aws-neuron/aws-neuron-sagemaker-samples>`_ .. dropdown:: Inference Samples for ``Inf1`` :class-title: sphinx-design-class-title-small :class-body: sphinx-design-class-body-small :animate: fade-in :open: * `PyTorch Neuron (torch-neuron) samples for Inf1 <https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron>`_ * `TensorFlow Neuron (tensorflow-neuron) samples for Inf1 <https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron>`_ ```
<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron-github-samples: Neuron GitHub Samples ===================== .. grid:: 2 .. dropdown:: Training Samples for ``Trn1`` :class-title: sphinx-design-class-title-small :class-body: sphinx-design-class-body-small :animate: fade-in :open: * `PyTorch Neuron (torch-neuronx) samples for Trn1 &lt;https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx#training&gt;`_ * `Nemo Megatron for Neuron for Trn1 &lt;https://github.com/aws-neuron/neuronx-nemo-megatron&gt;`_ * `AWS Neuron samples for ParallelCluster &lt;https://github.com/aws-neuron/aws-neuron-parallelcluster-samples&gt;`_ * `AWS Neuron samples for EKS &lt;https://github.com/aws-neuron/aws-neuron-eks-samples&gt;`_ * `AWS Neuron samples for SageMaker &lt;https://github.com/aws-neuron/aws-neuron-sagemaker-samples&gt;`_ .. dropdown:: Inference Samples for ``Inf2 &amp; Trn1`` :class-title: sphinx-design-class-title-small :class-body: sphinx-design-class-body-small :animate: fade-in :open: * `PyTorch Neuron (torch-neuronx) samples for Inf2 &amp; Trn1 &lt;https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx#inference&gt;`_ * `Transformers Neuron (transformers-neuronx) samples &lt;https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx&gt;`_ * `AWS Neuron samples for SageMaker &lt;https://github.com/aws-neuron/aws-neuron-sagemaker-samples&gt;`_ .. dropdown:: Inference Samples for ``Inf1`` :class-title: sphinx-design-class-title-small :class-body: sphinx-design-class-body-small :animate: fade-in :open: * `PyTorch Neuron (torch-neuron) samples for Inf1 &lt;https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron&gt;`_ * `TensorFlow Neuron (tensorflow-neuron) samples for Inf1 &lt;https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron&gt;`_ </pre></body></html>
2023-09-29T20:54:25.155Z
Security Disclosures — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/security.html
# Security Disclosures — AWS Neuron Documentation _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` ## Security Disclosures[#](#security-disclosures "Permalink to this headline") If you think you’ve found a potential security issue, please do not post it in the Issues. Instead, please follow the instructions here ([https://aws.amazon.com/security/vulnerability-reporting/](https://aws.amazon.com/security/vulnerability-reporting/)) or email AWS security directly ([mailto:[email protected]](mailto:aws-security%40amazon.com)). _This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Security Disclosures — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../_static/pygments.css"> <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script> <script src="../_static/jquery.js"></script> <script src="../_static/underscore.js"></script> <script src="../_static/doctools.js"></script> <script src="../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../_static/contentui.js"></script> <script src="../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../genindex.html"> <link rel="search" title="Search" href="../search.html"> <link rel="next" title="Contact Us" href="contact.html"> <link rel="prev" title="SDK Maintenance Policy" href="sdk-policy.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/security", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="benchmarks/index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="current nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 current active has-children"> <a class="reference internal" href="support.html"> Support </a> <input checked="" class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul class="current"> <li class="toctree-l2"> <a class="reference internal" href="sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2 current active"> <a class="current reference internal" href="#"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/security.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/security.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../_sources/general/security.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Security Disclosures</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> <div class="section" id="security-disclosures"> <span id="security"></span><h1>Security Disclosures<a class="headerlink" href="#security-disclosures" title="Permalink to this headline">#</a></h1> <p>If you think you’ve found a potential security issue, please do not post it in the Issues. Instead, please follow the instructions here (<a class="reference external" href="https://aws.amazon.com/security/vulnerability-reporting/">https://aws.amazon.com/security/vulnerability-reporting/</a>) or email AWS security directly (<a class="reference external" href="mailto:aws-security%40amazon.com">mailto:aws-security<span>@</span>amazon<span>.</span>com</a>).</p> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> <a class="left-prev" id="prev-link" href="sdk-policy.html" title="previous page"> <i class="fas fa-angle-left"></i> <div class="prev-next-info"> <p class="prev-next-subtitle">previous</p> <p class="prev-next-title">SDK Maintenance Policy</p> </div> </a> <a class="right-next" id="next-link" href="contact.html" title="next page"> <div class="prev-next-info"> <p class="prev-next-subtitle">next</p> <p class="prev-next-title">Contact Us</p> </div> <i class="fas fa-angle-right"></i> </a> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:25.356Z
Inf2 Performance — AWS Neuron Documentation
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/benchmarks/inf2/inf2-performance.html#inf2-performance
# Inf2 Performance — AWS Neuron Documentation _This document is relevant for_: `Inf2` ## Inf2 Performance[#](#inf2-performance "Permalink to this headline") Table of contents - [Language Models Inference Performance](#language-models-inference-performance) - [Large Language Models Inference Performance](#large-language-models-inference-performance) - [Vision Models Inference Performance](#vision-models-inference-performance) _Last update: September 15th, 2023_ ## [Language Models Inference Performance](#id2)[#](#language-models-inference-performance "Permalink to this headline") Throughput optimized | Model | Scripts | Framework | Inst. Type | Task | Throughput (inference/second) | Latency P50 (ms) | Latency P99 (ms) | Cost per 1M inferences | Application Type | Neuron Version | Run Mode | Batch Size | Sequence Length | Model Data Type | Compilation Autocast Data Type | OS Type | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | albert-base-v2 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 3025.78 | 10.52 | 10.9 | $0.070 | Batch | 2.14.0 | Data Parallel | 16 | 128 | FP32 | Matmult-BF16 | U22 | | bert-base-cased | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 2822.93 | 11.08 | 13.57 | $0.075 | Batch | 2.14.0 | Data Parallel | 16 | 128 | FP32 | Matmult-BF16 | U22 | | bert-base-cased-finetuned-mrpc | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Sequence Classification | 3318.35 | 9.47 | 11.87 | $0.063 | Batch | 2.14.0 | Data Parallel | 16 | 128 | FP32 | Matmult-BF16 | U22 | | bert-base-uncased | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 2862.04 | 10.96 | 12.65 | $0.074 | Batch | 2.14.0 | Data Parallel | 16 | 128 | FP32 | Matmult-BF16 | U22 | | bert-large-cased | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 847.4 | 9.2 | 12.05 | $0.248 | Batch | 2.14.0 | Data Parallel | 4 | 128 | FP32 | Matmult-BF16 | U22 | | bert-large-uncased | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 849.77 | 18.64 | 23.8 | $0.248 | Batch | 2.14.0 | Data Parallel | 8 | 128 | FP32 | Matmult-BF16 | U22 | | camembert-base | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 2901.54 | 10.96 | 11.43 | $0.073 | Batch | 2.14.0 | Data Parallel | 16 | 128 | FP32 | Matmult-BF16 | U22 | | distilbert-base-cased | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 5224.7 | 6.03 | 6.61 | $0.040 | Batch | 2.14.0 | Data Parallel | 16 | 128 | FP32 | Matmult-BF16 | U22 | | distilbert-base-cased-distilled-squad | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 5299.93 | 5.97 | 6.55 | $0.040 | Batch | 2.14.0 | Data Parallel | 16 | 128 | FP32 | Matmult-BF16 | U22 | | distilbert-base-uncased | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 5254.63 | 6.01 | 6.6 | $0.040 | Batch | 2.14.0 | Data Parallel | 16 | 128 | FP32 | Matmult-BF16 | U22 | | google/electra-base-discriminator | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 2945.94 | 10.66 | 11.72 | $0.071 | Batch | 2.14.0 | Data Parallel | 16 | 128 | FP32 | Matmult-BF16 | U22 | | gpt2 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 3094.11 | 10.18 | 11.13 | $0.068 | Batch | 2.14.0 | Data Parallel | 16 | 128 | FP32 | Matmult-BF16 | U22 | | gpt2-large | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.48xlarge | Raw Output (AutoModel) | 402.67 | 40.1 | 45.93 | $8.955 | Batch | 2.14.0 | Data Parallel | 8 | 128 | FP32 | Matmult-BF16 | U22 | | gpt2-medium | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 1009.97 | 15.13 | 19.09 | $0.208 | Batch | 2.14.0 | Data Parallel | 8 | 128 | FP32 | Matmult-BF16 | U22 | | roberta-base | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 2885.51 | 11.0 | 11.6 | $0.073 | Batch | 2.14.0 | Data Parallel | 16 | 128 | FP32 | Matmult-BF16 | U22 | | roberta-large | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 965.33 | 16.1 | 19.26 | $0.218 | Batch | 2.14.0 | Data Parallel | 8 | 128 | FP32 | Matmult-BF16 | U22 | | xlm-roberta-base | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.48xlarge | Raw Output (AutoModel) | 48.66 | 649.81 | 820.93 | $74.103 | Batch | 2.14.0 | Data Parallel | 16 | 128 | FP32 | Matmult-BF16 | U22 | Latency optimized | Model | Scripts | Framework | Inst. Type | Task | Throughput (inference/second) | Latency P50 (ms) | Latency P99 (ms) | Cost per 1M inferences | Application Type | Neuron Version | Run Mode | Batch Size | Sequence Length | Model Data Type | Compilation Autocast Data Type | OS Type | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | albert-base-v2 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 2057.27 | 0.96 | 1.04 | $0.102 | Real Time | 2.14.0 | Data Parallel | 1 | 128 | FP32 | Matmult-BF16 | U22 | | bert-base-cased | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 1942.72 | 1.02 | 1.1 | $0.108 | Real Time | 2.14.0 | Data Parallel | 1 | 128 | FP32 | Matmult-BF16 | U22 | | bert-base-cased-finetuned-mrpc | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Sequence Classification | 2062.41 | 0.97 | 0.99 | $0.102 | Real Time | 2.14.0 | Data Parallel | 1 | 128 | FP32 | Matmult-BF16 | U22 | | bert-base-uncased | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 1950.12 | 1.01 | 1.09 | $0.108 | Real Time | 2.14.0 | Data Parallel | 1 | 128 | FP32 | Matmult-BF16 | U22 | | bert-large-cased | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 704.26 | 2.82 | 3.04 | $0.299 | Real Time | 2.14.0 | Data Parallel | 1 | 128 | FP32 | Matmult-BF16 | U22 | | bert-large-uncased | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 690.38 | 2.83 | 3.21 | $0.305 | Real Time | 2.14.0 | Data Parallel | 1 | 128 | FP32 | Matmult-BF16 | U22 | | camembert-base | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 1946.72 | 1.02 | 1.1 | $0.108 | Real Time | 2.14.0 | Data Parallel | 1 | 128 | FP32 | Matmult-BF16 | U22 | | distilbert-base-cased | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 3113.8 | 0.65 | 0.69 | $0.068 | Real Time | 2.14.0 | Data Parallel | 1 | 128 | FP32 | Matmult-BF16 | U22 | | distilbert-base-cased-distilled-squad | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 3102.22 | 0.69 | 0.7 | $0.068 | Real Time | 2.14.0 | Data Parallel | 1 | 128 | FP32 | Matmult-BF16 | U22 | | distilbert-base-uncased | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 3098.39 | 0.64 | 0.7 | $0.068 | Real Time | 2.14.0 | Data Parallel | 1 | 128 | FP32 | Matmult-BF16 | U22 | | google/electra-base-discriminator | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 1968.69 | 1.01 | 1.08 | $0.107 | Real Time | 2.14.0 | Data Parallel | 1 | 128 | FP32 | Matmult-BF16 | U22 | | gpt2 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 1981.38 | 1.0 | 1.07 | $0.106 | Real Time | 2.14.0 | Data Parallel | 1 | 128 | FP32 | Matmult-BF16 | U22 | | gpt2-large | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.48xlarge | Raw Output (AutoModel) | 326.17 | 6.12 | 6.21 | $11.055 | Real Time | 2.14.0 | Data Parallel | 1 | 128 | FP32 | Matmult-BF16 | U22 | | gpt2-medium | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 737.3 | 2.7 | 2.79 | $0.286 | Real Time | 2.14.0 | Data Parallel | 1 | 128 | FP32 | Matmult-BF16 | U22 | | roberta-base | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 1950.42 | 1.02 | 1.1 | $0.108 | Real Time | 2.14.0 | Data Parallel | 1 | 128 | FP32 | Matmult-BF16 | U22 | | roberta-large | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Raw Output (AutoModel) | 709.55 | 2.81 | 2.89 | $0.297 | Real Time | 2.14.0 | Data Parallel | 1 | 128 | FP32 | Matmult-BF16 | U22 | | xlm-roberta-base | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py) | PyTorch 1.13.1 | Inf2.48xlarge | Raw Output (AutoModel) | 35.64 | 50.34 | 65.41 | $101.174 | Real Time | 2.14.0 | Data Parallel | 1 | 128 | FP32 | Matmult-BF16 | U22 | ## [Large Language Models Inference Performance](#id3)[#](#large-language-models-inference-performance "Permalink to this headline") Throughput optimized | Model | Scripts | Framework | Inst. Type | Task | Throughput (tokens/second) | Latency per Token P50 (ms) | Latency per Token P99 (ms) | Cost per 1M inferences | Application Type | Neuron Version | Run Mode | TP Degree | DP Degree | Batch Size | Sequence Length | Input Length | Output Length | Model Data Type | Compilation Autocast Data Type | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | Llama-2-13b | [Sample](https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb) | Transformers Neuron | Inf2.48xlarge | Text Generation | 122.4 | 8.2 | 8.3 | $29.459 | Batch | 2.14.0 | Tensor Parallel | 24 | 1 | 1 | 256 | 64 | 192 | FP16 | Matmult-BF16 | | opt-13b | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py) | Transformers Neuron | Inf2.48xlarge | Text Generation | 3014.3 | 68.9 | 80.0 | $1.196 | Batch | 2.14.0 | Tensor Parallel | 8 | 1 | 256 | 128 | 9 | 119 | FP16 | Matmult-BF16 | | opt-30b | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py) | Transformers Neuron | Inf2.48xlarge | Text Generation | 2023.7 | 110.9 | 117.8 | $1.782 | Batch | 2.14.0 | Tensor Parallel | 8 | 1 | 256 | 128 | 9 | 119 | FP16 | Matmult-BF16 | | opt-66b | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py) | Transformers Neuron | Inf2.48xlarge | Text Generation | 1782.9 | 126.6 | 144.6 | $2.022 | Batch | 2.14.0 | Tensor Parallel | 24 | 1 | 256 | 128 | 9 | 119 | FP16 | Matmult-BF16 | Note **Throughput (tokens/second)** counts both input and output tokens **Latency per Token** counts both input and output tokens Latency optimized | Model | Scripts | Framework | Inst. Type | Task | Throughput (tokens/second) | Latency per Token P50 (ms) | Latency per Token P99 (ms) | Cost per 1M inferences | Application Type | Neuron Version | Run Mode | TP Degree | DP Degree | Batch Size | Sequence Length | Input Length | Output Length | Model Data Type | Compilation Autocast Data Type | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | Llama-2-13b | [Sample](https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb) | Transformers Neuron | Inf2.48xlarge | Text Generation | 122.4 | 8.2 | 8.3 | $29.459 | Real Time | 2.14.0 | Tensor Parallel | 24 | 1 | 1 | 256 | 64 | 192 | FP16 | Matmult-BF16 | | opt-13b | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py) | Transformers Neuron | Inf2.48xlarge | Text Generation | 54.8 | 17.9 | 18.5 | $65.800 | Real Time | 2.14.0 | Tensor Parallel | 8 | 1 | 1 | 2048 | 9 | 2039 | FP16 | Matmult-BF16 | | opt-30b | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py) | Transformers Neuron | Inf2.48xlarge | Text Generation | 26.0 | 38.2 | 39.8 | $138.686 | Real Time | 2.14.0 | Tensor Parallel | 8 | 1 | 1 | 2048 | 9 | 2039 | FP16 | Matmult-BF16 | | opt-66b | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py) | Transformers Neuron | Inf2.48xlarge | Text Generation | 30.1 | 32.6 | 73.5 | $119.795 | Real Time | 2.14.0 | Tensor Parallel | 24 | 1 | 1 | 2048 | 9 | 2039 | FP16 | Matmult-BF16 | Note **Throughput (tokens/second)** counts both input and output tokens **Latency per Token** counts both input and output tokens ## [Vision Models Inference Performance](#id4)[#](#vision-models-inference-performance "Permalink to this headline") Throughput optimized | Model | Image Size | Scripts | Framework | Inst. Type | Task | Throughput (inference/sec) | Latency P50 (ms) | Latency P99 (ms) | Cost per 1M images | Application Type | Neuron Version | Run Mode | Batch Size | Model Data Type | Compilation Autocast Data Type | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | Stable Diffusion 1.5 | 512x512 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sd_15_512_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Generation | 0.42 | 2383.7 | 2743.7 | $501.323 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | Stable Diffusion 2.1 | 512x512 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sd2_512_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Generation | 0.56 | 1782.1 | 1992.1 | $375.992 | Real Time | 2.14.0 | Data Parallel | 1 | FP32, BF16 | Matmult-BF16 | | Stable Diffusion 2.1 | 768x768 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sd2_768_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Generation | 0.17 | 5943.1 | 6607.0 | $1,238.562 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | Stable Diffusion XL Base | 1024x1024 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sdxl_base_1024_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Generation | 0.07 | 14919.73 | 16639.5 | $3,007.937 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | Stable Diffusion XL Base & Refiner | 1024x1024 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sdxl_base_and_refiner_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Generation | 0.08 | 13007.9 | 14895.1 | $2,631.944 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | UNet | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/unet_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Segmentation | 866.96 | 18.37 | 18.86 | $0.243 | Batch | 2.14.0 | Data Parallel | 4 | FP32 | Matmult-BF16 | | deepmind/multimodal-perceiver | 16x224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/perceiver-multimodal_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Multimodal Autoencoding | 0.85 | 1255.36 | 1277.71 | $247.712 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | None | | deepmind/vision-perceiver-conv | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/perceiver-vision_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 112.23 | 17.26 | 21.76 | $1.876 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | deepmind/vision-perceiver-fourier | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/perceiver-vision_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 62.94 | 59.48 | 66.74 | $3.345 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | deepmind/vision-perceiver-learned | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/perceiver-vision_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 86.68 | 44.53 | 62.59 | $2.429 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | google/vit-base-patch16-224 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/hf-google-vit_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 1632.36 | 4.72 | 5.9 | $0.129 | Batch | 2.14.0 | Data Parallel | 2 | FP32 | Matmult-BF16 | | openai/clip-vit-base-patch32 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/hf-openai-clip_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 5178.83 | 48.97 | 57.0 | $0.041 | Batch | 2.14.0 | Data Parallel | 64 | FP32 | Matmult-BF16 | | openai/clip-vit-large-patch14 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/hf-openai-clip_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 201.0 | 78.33 | 92.45 | $1.048 | Batch | 2.14.0 | Data Parallel | 4 | FP32 | Matmult-BF16 | | resnet101 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 3066.24 | 83.38 | 83.56 | $0.069 | Batch | 2.14.0 | Data Parallel | 64 | FP32 | Matmult-BF16 | | resnet152 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 2323.2 | 110.06 | 110.21 | $0.091 | Batch | 2.14.0 | Data Parallel | 64 | FP32 | Matmult-BF16 | | resnet18 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 6635.04 | 4.8 | 4.88 | $0.032 | Batch | 2.14.0 | Data Parallel | 8 | FP32 | Matmult-BF16 | | resnet34 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 4848.72 | 6.56 | 6.66 | $0.043 | Batch | 2.14.0 | Data Parallel | 8 | FP32 | Matmult-BF16 | | resnet50 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 4269.12 | 7.49 | 7.55 | $0.049 | Batch | 2.14.0 | Data Parallel | 8 | FP32 | Matmult-BF16 | | vgg11 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/vgg_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 3955.2 | 64.15 | 64.24 | $0.053 | Batch | 2.14.0 | Data Parallel | 64 | FP32 | Matmult-BF16 | | vgg16 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/vgg_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 1964.16 | 16.27 | 16.35 | $0.107 | Batch | 2.14.0 | Data Parallel | 8 | FP32 | Matmult-BF16 | Note **Cost per 1M images** is calculated using On-Demand hourly rate. **Real Time** application refers to batch size 1 inference for minimal latency. **Batch** application refers to maximum throughput with minimum cost-per-inference. Latency optimized | Model | Image Size | Scripts | Framework | Inst. Type | Task | Throughput (inference/sec) | Latency P50 (ms) | Latency P99 (ms) | Cost per 1M images | Application Type | Neuron Version | Run Mode | Batch Size | Model Data Type | Compilation Autocast Data Type | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | Stable Diffusion 1.5 | 512x512 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sd_15_512_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Generation | 0.42 | 2383.7 | 2743.7 | $501.323 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | Stable Diffusion 2.1 | 512x512 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sd2_512_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Generation | 0.56 | 1782.1 | 1992.1 | $375.992 | Real Time | 2.14.0 | Data Parallel | 1 | FP32, BF16 | Matmult-BF16 | | Stable Diffusion 2.1 | 768x768 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sd2_768_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Generation | 0.17 | 5943.1 | 6607.0 | $1,238.562 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | Stable Diffusion XL Base | 1024x1024 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sdxl_base_1024_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Generation | 0.07 | 14919.73 | 16639.5 | $3,007.937 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | Stable Diffusion XL Base & Refiner | 1024x1024 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sdxl_base_and_refiner_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Generation | 0.08 | 13007.9 | 14895.1 | $2,631.944 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | UNet | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/unet_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Segmentation | 420.16 | 2.37 | 2.41 | $0.501 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | deepmind/multimodal-perceiver | 16x224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/perceiver-multimodal_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Multimodal Autoencoding | 0.85 | 1255.36 | 1277.71 | $247.712 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | None | | deepmind/vision-perceiver-conv | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/perceiver-vision_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 71.51 | 14.4 | 14.5 | $2.944 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | deepmind/vision-perceiver-fourier | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/perceiver-vision_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 33.97 | 30.15 | 30.2 | $6.198 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | deepmind/vision-perceiver-learned | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/perceiver-vision_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 52.59 | 20.8 | 20.9 | $4.004 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | google/vit-base-patch16-224 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/hf-google-vit_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 709.47 | 1.41 | 1.43 | $0.297 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | openai/clip-vit-base-patch32 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/hf-openai-clip_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 163.44 | 6.11 | 6.14 | $1.288 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | openai/clip-vit-large-patch14 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/hf-openai-clip_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 61.81 | 16.17 | 16.22 | $3.406 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | resnet101 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 882.61 | 1.13 | 1.15 | $0.239 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | resnet152 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 736.91 | 1.35 | 1.39 | $0.286 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | resnet18 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 1385.04 | 0.72 | 0.75 | $0.152 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | resnet34 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 1187.64 | 0.83 | 0.88 | $0.177 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | resnet50 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 1044.93 | 0.95 | 0.98 | $0.202 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | vgg11 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/vgg_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 524.1 | 1.9 | 1.96 | $0.402 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | | vgg16 | 224x224 | [Benchmark](https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/vgg_benchmark.py) | PyTorch 1.13.1 | Inf2.xlarge | Image Classification | 435.54 | 2.29 | 2.33 | $0.483 | Real Time | 2.14.0 | Data Parallel | 1 | FP32 | Matmult-BF16 | Note **Cost per 1M images** is calculated using On-Demand hourly rate. **Real Time** application refers to batch size 1 inference for minimal latency. **Batch** application refers to maximum throughput with minimum cost-per-inference. _This document is relevant for_: `Inf2`
<!DOCTYPE html><html lang="en"><head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <title>Inf2 Performance — AWS Neuron Documentation</title> <!-- Loaded before other Sphinx assets --> <link href="../../../_static/styles/theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link href="../../../_static/styles/pydata-sphinx-theme.css?digest=1999514e3f237ded88cf" rel="stylesheet"> <link rel="stylesheet" href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> <link rel="preload" as="font" type="font/woff2" crossorigin="" href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css"> <link rel="stylesheet" href="../../../_static/styles/sphinx-book-theme.css?digest=5115cc725059bd94278eecd172e13a965bf8f5a9" type="text/css"> <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css"> <link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css"> <link rel="stylesheet" type="text/css" href="../../../_static/contentui.css"> <link rel="stylesheet" type="text/css" href="../../../_static/design-style.4045f2051d55cab465a707391d5b2007.min.css"> <link rel="stylesheet" type="text/css" href="/_/static/css/badge_only.css"> <!-- Pre-loaded scripts that we'll load fully later --> <link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"> <script type="text/javascript" async="" src="https://www.googletagmanager.com/gtag/js?id=G-2Q13EGB80H&amp;l=dataLayer&amp;cx=c"></script><script type="text/javascript" async="" src="https://www.google-analytics.com/analytics.js"></script><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script> <script src="../../../_static/jquery.js"></script> <script src="../../../_static/underscore.js"></script> <script src="../../../_static/doctools.js"></script> <script src="../../../_static/scripts/sphinx-book-theme.js?digest=9c920249402e914e316237a7dbc6769907cce411"></script> <script src="../../../_static/contentui.js"></script> <script src="../../../_static/design-tabs.js"></script> <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> <script async="async" src="/_/static/javascript/readthedocs-doc-embed.js"></script> <link rel="index" title="Index" href="../../../genindex.html"> <link rel="search" title="Search" href="../../../search.html"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="docsearch:language" content="en"> <!-- Google Analytics --> <style type="text/css"> ul.ablog-archive { list-style: none; overflow: auto; margin-left: 0px; } ul.ablog-archive li { float: left; margin-right: 5px; font-size: 80%; } ul.postlist a { font-style: italic; } ul.postlist-style-disc { list-style-type: disc; } ul.postlist-style-none { list-style-type: none; } ul.postlist-style-circle { list-style-type: circle; } </style> <!-- RTD Extra Head --> <link rel="stylesheet" href="/_/static/css/readthedocs-doc-embed.css" type="text/css"> <script type="application/json" id="READTHEDOCS_DATA">{"ad_free": false, "api_host": "https://readthedocs.com", "builder": "sphinx", "canonical_url": null, "docroot": "/", "features": {"docsearch_disabled": false}, "global_analytics_code": "UA-17997319-2", "language": "en", "page": "general/benchmarks/inf2/inf2-performance", "programming_language": "py", "project": "awsdocs-neuron", "proxied_api_host": "/_", "source_suffix": ".rst", "subprojects": {}, "theme": "sphinx_book_theme", "user_analytics_code": "G-2Q13EGB80H", "version": "v2.14.1"}</script> <!-- Using this variable directly instead of using `JSON.parse` is deprecated. The READTHEDOCS_DATA global variable will be removed in the future. --> <script type="text/javascript"> READTHEDOCS_DATA = JSON.parse(document.getElementById('READTHEDOCS_DATA').innerHTML); </script> <script type="text/javascript" src="/_/static/javascript/readthedocs-analytics.js" async="async"></script> <!-- end RTD <extrahead> --> <script src="https://www.googletagmanager.com/gtag/js?id=UA-17997319-2" type="text/javascript" async=""></script><meta http-equiv="origin-trial" content="AymqwRC7u88Y4JPvfIF2F37QKylC04248hLCdJAsh8xgOfe/dVJPV3XS3wLFca1ZMVOtnBfVjaCMTVudWM//5g4AAAB7eyJvcmlnaW4iOiJodHRwczovL3d3dy5nb29nbGV0YWdtYW5hZ2VyLmNvbTo0NDMiLCJmZWF0dXJlIjoiUHJpdmFjeVNhbmRib3hBZHNBUElzIiwiZXhwaXJ5IjoxNjk1MTY3OTk5LCJpc1RoaXJkUGFydHkiOnRydWV9"></head> <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="60" class="scrolled"> <!-- Checkboxes to toggle the left sidebar --> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation" aria-label="Toggle navigation sidebar"> <label class="overlay overlay-navbar" for="__navigation"> <div class="visually-hidden">Toggle navigation sidebar</div> </label> <!-- Checkboxes to toggle the in-page toc --> <input type="checkbox" class="sidebar-toggle" name="__page-toc" id="__page-toc" aria-label="Toggle in-page Table of Contents"> <label class="overlay overlay-pagetoc" for="__page-toc"> <div class="visually-hidden">Toggle in-page Table of Contents</div> </label> <!-- Headers at the top --> <div class="announcement header-item noprint">Neuron 2.14.0 is released! check <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/release-notes/index.html#latest-neuron-release"> What's New </a> and <a class="reference internal" style="color:white;" href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/announcements/index.html"> Announcements </a></div> <div class="header header-item noprint"></div> <div class="container-fluid" id="banner"></div> <div class="container-xl"> <div class="row"> <!-- Sidebar --> <div class="bd-sidebar noprint" id="site-navigation"> <div class="bd-sidebar__content"> <div class="bd-sidebar__top"><div class="navbar-brand-box"> <a class="navbar-brand text-wrap" href="../../../index.html"> <!-- `logo` is deprecated in Sphinx 4.0, so remove this when we stop supporting 3 --> <img src="../../../_static/Site-Merch_Neuron-ML-SDK_Editorial.png" class="logo" alt="logo"> <h1 class="site-logo" id="site-title">AWS Neuron Documentation</h1> </a> </div><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> <i class="icon fas fa-search"></i> <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off"> </form><nav class="bd-links" id="bd-docs-nav" aria-label="Main"> <div class="bd-toc-item active"> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Overview </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/docs-quicklinks.html"> Quick Links </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/index.html"> Get Started with Neuron </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../quick-start/github-samples.html"> GitHub Samples </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../index.html"> Performance </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/index.html"> What’s New </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../announcements/index.html"> Announcements </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Frameworks </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/torch/index.html"> PyTorch Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"> <label for="toctree-checkbox-1"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/torch/torch-setup.html"> Pytorch Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuronx.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"> <label for="toctree-checkbox-2"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorials-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"> <label for="toctree-checkbox-3"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/bert-base-cased-finetuned-mrpc-inference-on-trn1-tutorial.html"> Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/inference/tutorial-torchserve-neuronx.html"> BERT TorchServe Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorial-libtorch.html"> LibTorch C++ Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/resnet50-inference-on-trn1-tutorial.html"> Compiling and Deploying ResNet50 on Trn1 or Inf2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/pytorch/torch-neuronx/t5-inference-tutorial.html"> T5 model inference on Trn1 or Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-inference-torch-neuronx.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"> <label for="toctree-checkbox-4"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/"> AWS Neuron Samples GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/transformers-neuronx"> Transformers Neuron GitHub samples </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/inference-api-guide-torch-neuronx.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" type="checkbox"> <label for="toctree-checkbox-5"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-trace.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Tracing API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) NeuronCore Placement APIs <strong> [Experimental] </strong> </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Analyze API for Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) DataParallel API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" type="checkbox"> <label for="toctree-checkbox-6"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/core-placement.html"> NeuronCore Allocation and Model Placement for Inference ( <span class="xref std std-ref"> torch-neuronx </span> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html"> Comparison of Traced Inference versus XLA <span class="xref std std-ref"> Lazy Tensor </span> Inference ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuronx/torch-neuronx-dataparallel-app-note.html"> Data Parallel Inference on torch_neuronx </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-inference-torch-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" type="checkbox"> <label for="toctree-checkbox-7"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/inference-torch-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" type="checkbox"> <label for="toctree-checkbox-8"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-inference-torch-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" type="checkbox"> <label for="toctree-checkbox-9"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-torch-neuron-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/tutorials/tutorials-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/additional-examples-inference-torch-neuron.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" type="checkbox"> <label for="toctree-checkbox-10"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-reference-guide-torch-neuron.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" type="checkbox"> <label for="toctree-checkbox-11"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-compilation-python-api.html"> PyTorch Neuron trace Python API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-torch-neuron-dataparallel-api.html"> torch.neuron.DataParallel API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/api-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement API [Experimental] </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/developer-guide-torch-neuron.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" type="checkbox"> <label for="toctree-checkbox-12"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/bucketing-app-note.html"> Running Inference on Variable Input Shapes with Bucketing </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html"> Data Parallel Inference on PyTorch Neuron </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/torch-lstm-support.html"> Developer Guide - PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) <code class="xref py py-class docutils literal notranslate"> <span class="pre"> LSTM </span> </code> Support </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/guides/core-placement/torch-core-placement.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Core Placement </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/misc-inference-torch-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"> <label for="toctree-checkbox-13"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-pytorch.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) Supported operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuron/troubleshooting-guide.html"> Troubleshooting Guide for PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuron/torch-neuron.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuron </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/torch/training-torch-neuronx.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"> <label for="toctree-checkbox-14"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/tutorials-training-torch-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"> <label for="toctree-checkbox-15"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/bert.html"> Hugging Face BERT Pretraining Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/mlp.html"> Multi-Layer Perceptron Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_hftrainer.html"> PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/finetune_t5.html"> Fine-tune T5 model on Trn1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/zero1_gpt2.html"> ZeRO-1 Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/tutorials/training/analyze_for_training.html"> Analyze for Training Tutorial </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/additional-examples-training.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-16" name="toctree-checkbox-16" type="checkbox"> <label for="toctree-checkbox-16"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/neuronx-nemo-megatron"> AWS Neuron Reference for Nemo Megatron GitHub Repository </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples"> AWS Neuron Samples for EKS </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-parallelcluster-samples"> AWS Neuron Samples for AWS ParallelCluster </a> </li> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/torch-neuronx/training"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/index.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-17" name="toctree-checkbox-17" type="checkbox"> <label for="toctree-checkbox-17"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/pytorch-neuron-parallel-compile.html"> PyTorch Neuron neuron_parallel_compile CLI ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/training/torch-neuron-envvars.html"> PyTorch Neuron Environment Variables ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/api-reference-guide/torch-neuronx-profiling-api.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) Profiling API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/index.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-18" name="toctree-checkbox-18" type="checkbox"> <label for="toctree-checkbox-18"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-programming-guide.html"> Developer Guide for Training with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html"> How to debug models in PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/programming-guide/torch-neuronx-profiling-dev-guide.html"> Developer Guide for Profiling with PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/misc-training.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-19" name="toctree-checkbox-19" type="checkbox"> <label for="toctree-checkbox-19"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/pytorch-neuron-supported-operators.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) - Supported Operators </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/setup-trn1-multi-node-execution.html"> How to prepare trn1.32xlarge for multi-node execution </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/torch/torch-neuronx/training-troubleshooting.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) for Training Troubleshooting Guide </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/torch/torch-neuronx/index.html"> PyTorch Neuron ( <code class="docutils literal notranslate"> <span class="pre"> torch-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/index.html"> TensorFlow Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-20" name="toctree-checkbox-20" type="checkbox"> <label for="toctree-checkbox-20"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-setup.html"> Tensorflow Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx-inference.html"> Inference (Inf2 &amp; Trn1) </a> <input class="toctree-checkbox" id="toctree-checkbox-21" name="toctree-checkbox-21" type="checkbox"> <label for="toctree-checkbox-21"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorials-tensorflow-neuronx.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-22" name="toctree-checkbox-22" type="checkbox"> <label for="toctree-checkbox-22"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../src/examples/tensorflow/tensorflow-neuronx/tfneuronx-roberta-base-tutorial.html"> HuggingFace Roberta-Base </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tutorials/tutorial-tensorflowx-serving-NeuronRT-Visible-Cores.html"> Using NEURON_RT_VISIBLE_CORES with TensorFlow Serving </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-23" name="toctree-checkbox-23" type="checkbox"> <label for="toctree-checkbox-23"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfneuronx-python-tracing-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tf-neuronx-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/tfnx-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) analyze_model API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuronx/misc-tensorflow-neuronx.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-24" name="toctree-checkbox-24" type="checkbox"> <label for="toctree-checkbox-24"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuronx/tensorflow-neuronx.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuronx </span> </code> ) Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron-inference.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-25" name="toctree-checkbox-25" type="checkbox"> <label for="toctree-checkbox-25"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-26" name="toctree-checkbox-26" type="checkbox"> <label for="toctree-checkbox-26"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tutorials/tutorials-tensorflow-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/additional-examples.html"> Additional Examples </a> <input class="toctree-checkbox" id="toctree-checkbox-27" name="toctree-checkbox-27" type="checkbox"> <label for="toctree-checkbox-27"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/tree/master/tensorflow-neuron/inference"> AWS Neuron Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-28" name="toctree-checkbox-28" type="checkbox"> <label for="toctree-checkbox-28"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tracing-python-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Tracing API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-tfn-analyze-model-api.html"> TensorFlow 2.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) analyze_model API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-compilation-python-api.html"> TensorFlow 1.x ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Compilation API </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/api-auto-replication-api.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> </code> ) Auto Multicore Replication (Experimental) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/misc-tensorflow-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-29" name="toctree-checkbox-29" type="checkbox"> <label for="toctree-checkbox-29"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tensorflow/tensorflow-neuron/tensorflow-neuron-v2.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/tensorflow/tensorflow-neuron/tensorflow2-accelerated-ops.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF2.x) </span> </code> ) Accelerated (torch-neuron) Python APIs and Graph Ops </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-tensorflow.html"> TensorFlow Neuron ( <code class="docutils literal notranslate"> <span class="pre"> tensorflow-neuron </span> <span class="pre"> (TF1.x) </span> </code> ) Supported operators </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/tensorflow/training.html"> Training </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/index.html"> Apache MXNet (Incubating) </a> <input class="toctree-checkbox" id="toctree-checkbox-30" name="toctree-checkbox-30" type="checkbox"> <label for="toctree-checkbox-30"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/mxnet-neuron-setup.html"> MXNet Neuron Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html"> Inference (Inf1) </a> <input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" type="checkbox"> <label for="toctree-checkbox-31"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-neuron.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" type="checkbox"> <label for="toctree-checkbox-32"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-computervision.html"> Computer Vision Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-nlp.html"> Natural Language Processing (NLP) Tutorials </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/tutorials/tutorials-mxnet-utilizing-neuron-capabilities.html"> Utilizing Neuron Capabilities Tutorials </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-33" name="toctree-checkbox-33" type="checkbox"> <label for="toctree-checkbox-33"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/api-compilation-python-api.html"> Neuron Apache MXNet (Incubating) Compilation Python API </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" type="checkbox"> <label for="toctree-checkbox-34"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/mxnet-neuron/flex-eg.html"> Flexible Execution Group (FlexEG) in Neuron-MXNet </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/misc-mxnet-neuron.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" type="checkbox"> <label for="toctree-checkbox-35"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../frameworks/mxnet-neuron/troubleshooting-guide.html"> Troubleshooting Guide for Neuron Apache MXNet (Incubating) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/mxnet-neuron/mxnet-neuron.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/neuron-cc-ops-mxnet.html"> Neuron Apache MXNet (Incubating) Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> ML Libraries </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/index.html"> Transformers Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" type="checkbox"> <label for="toctree-checkbox-36"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/transformers-neuronx/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" type="checkbox"> <label for="toctree-checkbox-37"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-developer-guide.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) Developer Guide </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" type="checkbox"> <label for="toctree-checkbox-38"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb"> Hugging Face meta-llama/Llama-2-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-13b-sampling.ipynb"> Hugging Face facebook/opt-13b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-30b-sampling.ipynb"> Hugging Face facebook/opt-30b autoregressive sampling on Inf2 &amp; Trn1 </a> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/facebook-opt-66b-sampling.ipynb"> Hugging Face facebook/opt-66b autoregressive sampling on Inf2 </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/transformers-neuronx/transformers-neuronx-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" type="checkbox"> <label for="toctree-checkbox-39"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/torch/transformers-neuronx/index.html"> Transformers Neuron ( <code class="docutils literal notranslate"> <span class="pre"> transformers-neuronx </span> </code> ) release notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/index.html"> Neuron Distributed </a> <input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" type="checkbox"> <label for="toctree-checkbox-40"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../libraries/neuronx-distributed/setup/index.html"> Setup </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/app_notes.html"> App Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" type="checkbox"> <label for="toctree-checkbox-41"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tensor_parallelism_overview.html"> Tensor Parallelism Overview </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" type="checkbox"> <label for="toctree-checkbox-42"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/api_guide.html"> API Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" type="checkbox"> <label for="toctree-checkbox-43"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tp_developer_guide.html"> Developer guide for Tensor Parallelism ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/index.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" type="checkbox"> <label for="toctree-checkbox-44"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training.html"> Training using Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox.html"> Training GPT-NeoX 6.9B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/training-gpt-neox-20b.html"> Training GPT-NeoX 20B using TP and ZeRO-1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../src/examples/pytorch/neuronx_distributed/t5-inference/t5-inference-tutorial.html"> T5 inference with Tensor Parallelism </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../libraries/neuronx-distributed/tutorials/inference.html"> Inference using Tensor Parallelism </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../libraries/neuronx-distributed/neuronx-distributed-misc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" type="checkbox"> <label for="toctree-checkbox-45"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/neuronx-distributed/neuronx-distributed.html"> Neuron Distributed Release Notes ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-distributed </span> </code> ) </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../../libraries/nemo-megatron/index.html"> AWS Neuron Reference for NeMo Megatron </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> User Guide </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-runtime/index.html"> Neuron Runtime </a> <input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" type="checkbox"> <label for="toctree-checkbox-46"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-47" name="toctree-checkbox-47" type="checkbox"> <label for="toctree-checkbox-47"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-api-guide.html"> Runtime API </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/configuration-guide.html"> Configuration Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-48" name="toctree-checkbox-48" type="checkbox"> <label for="toctree-checkbox-48"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-configurable-parameters.html"> Runtime Configuration </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-runtime/misc-runtime.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-49" name="toctree-checkbox-49" type="checkbox"> <label for="toctree-checkbox-49"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/nrt-troubleshoot.html"> Troubleshooting on Inf1 and Trn1 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-runtime/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-runtime-lib/index.html"> Neuron Runtime Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-dkms/index.html"> Neuron Driver Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/runtime/aws-neuronx-collectives/index.html"> Neuron Collectives Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../compiler/index.html"> Neuron Compiler </a> <input class="toctree-checkbox" id="toctree-checkbox-50" name="toctree-checkbox-50" type="checkbox"> <label for="toctree-checkbox-50"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc.html"> Neuron Compiler for Trn1 &amp; Inf2 </a> <input class="toctree-checkbox" id="toctree-checkbox-51" name="toctree-checkbox-51" type="checkbox"> <label for="toctree-checkbox-51"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-52" name="toctree-checkbox-52" type="checkbox"> <label for="toctree-checkbox-52"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/api-reference-guide/neuron-compiler-cli-reference-guide.html"> Neuron Compiler CLI Reference Guide </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-53" name="toctree-checkbox-53" type="checkbox"> <label for="toctree-checkbox-53"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuronx-cc/neuronx-cc-training-mixed-precision.html"> Mixed Precision and Performance-accuracy Tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuronx-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuronx-cc/misc-neuronx-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-54" name="toctree-checkbox-54" type="checkbox"> <label for="toctree-checkbox-54"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuronx-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuronx-cc/index.html"> What's New </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc.html"> Neuron Compiler for Inf1 </a> <input class="toctree-checkbox" id="toctree-checkbox-55" name="toctree-checkbox-55" type="checkbox"> <label for="toctree-checkbox-55"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-56" name="toctree-checkbox-56" type="checkbox"> <label for="toctree-checkbox-56"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/command-line-reference.html"> Neuron compiler CLI Reference Guide ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/developer-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-57" name="toctree-checkbox-57" type="checkbox"> <label for="toctree-checkbox-57"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../appnotes/neuron-cc/mixed-precision.html"> Mixed precision and performance-accuracy tuning ( <code class="docutils literal notranslate"> <span class="pre"> neuron-cc </span> </code> ) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../compiler/neuron-cc/misc-neuron-cc.html"> Misc </a> <input class="toctree-checkbox" id="toctree-checkbox-58" name="toctree-checkbox-58" type="checkbox"> <label for="toctree-checkbox-58"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../compiler/neuron-cc/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc.html"> What's New </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/compiler/neuron-cc/neuron-cc-ops/index.html"> Neuron Supported operators </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../neuron-customops/index.html"> Neuron C++ Custom Operators </a> <input class="toctree-checkbox" id="toctree-checkbox-59" name="toctree-checkbox-59" type="checkbox"> <label for="toctree-checkbox-59"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/api-reference-guide.html"> API Reference Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-60" name="toctree-checkbox-60" type="checkbox"> <label for="toctree-checkbox-60"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/api-reference-guide/custom-ops-ref-guide.html"> Custom Operators API Reference Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/programming-guide/programming-guide.html"> Developer Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-61" name="toctree-checkbox-61" type="checkbox"> <label for="toctree-checkbox-61"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/programming-guide/custom-c%2B%2B-operators-devguide.html"> Neuron Custom C++ Operators Developer Guide [Experimental] </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/tutorials/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-62" name="toctree-checkbox-62" type="checkbox"> <label for="toctree-checkbox-62"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-training.html"> Neuron Custom C++ Operators in MLP Training </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../neuron-customops/tutorials/customop-mlp-perf-opt.html"> Neuron Custom C++ Operators Performance Optimization </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../neuron-customops/misc-customops.html"> Misc (Neuron Custom C++ Operators) </a> <input class="toctree-checkbox" id="toctree-checkbox-63" name="toctree-checkbox-63" type="checkbox"> <label for="toctree-checkbox-63"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-tools.html"> Neuron Custom C++ Tools Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/customcxxps/gpsimd-customop-lib.html"> Neuron Custom C++ Library Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../tools/index.html"> Neuron Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-64" name="toctree-checkbox-64" type="checkbox"> <label for="toctree-checkbox-64"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuron-sys-tools/index.html"> System Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-65" name="toctree-checkbox-65" type="checkbox"> <label for="toctree-checkbox-65"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-monitor-user-guide.html"> Neuron-Monitor User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-top-user-guide.html"> Neuron-Top User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-ls.html"> Neuron-LS User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-profile-user-guide.html"> Neuron Profile User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/neuron-sysfs-user-guide.html"> Neuron-Sysfs User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuron-sys-tools/nccom-test.html"> NCCOM-TEST User Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/aws-neuronx-tools.html"> What's New </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/tensorboard/index.html"> TensorBoard </a> <input class="toctree-checkbox" id="toctree-checkbox-66" name="toctree-checkbox-66" type="checkbox"> <label for="toctree-checkbox-66"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tutorials/tutorial-tensorboard-scalars-mnist.html"> Track Training Progress in TensorBoard using PyTorch Neuron </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuronx-plugin.html"> TensorBoard Plugin for Neuron (Trn1) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/tools/tensorboard-neuron.html"> What's New </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/tensorboard/getting-started-tensorboard-neuron-plugin.html"> TensorBoard Plugin for Neuron (Inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/helper-tools/index.html"> Helper Tools </a> <input class="toctree-checkbox" id="toctree-checkbox-67" name="toctree-checkbox-67" type="checkbox"> <label for="toctree-checkbox-67"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-check-model.html"> Check Model </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/helper-tools/tutorial-neuron-gatherinfo.html"> GatherInfo </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../tools/neuronperf/index.html"> NeuronPerf (Beta) </a> <input class="toctree-checkbox" id="toctree-checkbox-68" name="toctree-checkbox-68" type="checkbox"> <label for="toctree-checkbox-68"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_overview.html"> Overview </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_terminology.html"> Terminology </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_examples.html"> Examples </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_benchmark_guide.html"> Benchmark Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_evaluate_guide.html"> Evaluate Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_compile_guide.html"> Compile Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_model_index_guide.html"> Model Index Guide </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_api.html"> API </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_framework_notes.html"> Framework Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../tools/neuronperf/neuronperf_troubleshooting.html"> Troubleshooting </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../tools/neuronperf/rn.html"> What’s New </a> <input class="toctree-checkbox" id="toctree-checkbox-69" name="toctree-checkbox-69" type="checkbox"> <label for="toctree-checkbox-69"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/tools/neuronperf.html"> NeuronPerf 1.x Release Notes </a> </li> </ul> </li> </ul> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../calculator/neuron-calculator.html"> Neuron Calculator </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../setup/index.html"> Setup Guide </a> <input class="toctree-checkbox" id="toctree-checkbox-70" name="toctree-checkbox-70" type="checkbox"> <label for="toctree-checkbox-70"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuronx.html"> PyTorch Neuron (torch-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/torch-neuron.html"> PyTorch Neuron (torch-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuronx.html"> Tensorflow Neuron (tensorflow-neuronx) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/tensorflow-neuron.html"> Tensorflow Neuron (tensorflow-neuron) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../setup/mxnet-neuron.html"> MxNet Neuron (mxnet-neuron) </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../../containers/index.html"> Containers Deployment </a> <input class="toctree-checkbox" id="toctree-checkbox-71" name="toctree-checkbox-71" type="checkbox"> <label for="toctree-checkbox-71"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-72" name="toctree-checkbox-72" type="checkbox"> <label for="toctree-checkbox-72"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-73" name="toctree-checkbox-73" type="checkbox"> <label for="toctree-checkbox-73"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/tutorial-infer.html"> Run inference in pytorch neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/k8s_rn50_demo.html"> Deploy a TensorFlow Resnet50 model as a Kubernetes service </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-74" name="toctree-checkbox-74" type="checkbox"> <label for="toctree-checkbox-74"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/tutorial-training.html"> Run training in Pytorch Neuron container </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/k8s_mlp_train_demo.html"> Deploy a simple mlp training script as a Kubernetes job </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-75" name="toctree-checkbox-75" type="checkbox"> <label for="toctree-checkbox-75"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-76" name="toctree-checkbox-76" type="checkbox"> <label for="toctree-checkbox-76"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../devflows/index.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-77" name="toctree-checkbox-77" type="checkbox"> <label for="toctree-checkbox-77"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../../containers/index.html"> Deploy Containers with Neuron </a> <input class="toctree-checkbox" id="toctree-checkbox-78" name="toctree-checkbox-78" type="checkbox"> <label for="toctree-checkbox-78"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/locate-neuron-dlc-image.html"> Locate Neuron DLC Image </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/getting-started.html"> Getting Started </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../../containers/kubernetes-getting-started.html"> Kubernetes Getting Started </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/tutorials.html"> Tutorials </a> <input class="toctree-checkbox" id="toctree-checkbox-79" name="toctree-checkbox-79" type="checkbox"> <label for="toctree-checkbox-79"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/inference/index.html"> Inference </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/tutorials/training/index.html"> Training </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/developerflows.html"> Developer Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-80" name="toctree-checkbox-80" type="checkbox"> <label for="toctree-checkbox-80"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ec2-devflow.html"> Deploy Neuron Container on EC2 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/container-sm-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../../containers/faq-troubleshooting-releasenote.html"> FAQ, Troubleshooting and Release Note </a> <input class="toctree-checkbox" id="toctree-checkbox-81" name="toctree-checkbox-81" type="checkbox"> <label for="toctree-checkbox-81"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/faq.html"> FAQ </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../containers/troubleshooting.html"> Troubleshooting Neuron Containers </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-containers.html"> Neuron Containers Release Notes </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../../release-notes/containers/neuron-k8.html"> Neuron K8 Release Notes </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ec2-flows.html"> AWS EC2 </a> <input class="toctree-checkbox" id="toctree-checkbox-82" name="toctree-checkbox-82" type="checkbox"> <label for="toctree-checkbox-82"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ec2-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-83" name="toctree-checkbox-83" type="checkbox"> <label for="toctree-checkbox-83"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow.html"> Compile with Framework API and Deploy on EC2 Inf1 </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/ec2-then-ec2-devflow-inf2.html"> Compile with Framework API and Deploy on EC2 Inf2 </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/ec2-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-84" name="toctree-checkbox-84" type="checkbox"> <label for="toctree-checkbox-84"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/ec2/ec2-training.html"> Train your model on EC2 </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/eks-flows.html"> Amazon EKS </a> <input class="toctree-checkbox" id="toctree-checkbox-85" name="toctree-checkbox-85" type="checkbox"> <label for="toctree-checkbox-85"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/eks-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-86" name="toctree-checkbox-86" type="checkbox"> <label for="toctree-checkbox-86"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-eks-devflow.html"> Deploy Neuron Container on Elastic Kubernetes Service (EKS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/eks-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/ecs-flows.html"> AWS ECS </a> <input class="toctree-checkbox" id="toctree-checkbox-87" name="toctree-checkbox-87" type="checkbox"> <label for="toctree-checkbox-87"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/ecs-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-88" name="toctree-checkbox-88" type="checkbox"> <label for="toctree-checkbox-88"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/dlc-then-ecs-devflow.html"> Deploy Neuron Container on Elastic Container Service (ECS) </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/ecs-flows.html"> Training </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/sagemaker-flows.html"> Sagemaker </a> <input class="toctree-checkbox" id="toctree-checkbox-89" name="toctree-checkbox-89" type="checkbox"> <label for="toctree-checkbox-89"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/inference/sagemaker-flows.html"> Inference </a> <input class="toctree-checkbox" id="toctree-checkbox-90" name="toctree-checkbox-90" type="checkbox"> <label for="toctree-checkbox-90"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow-inf2.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/byoc-hosting-devflow.html"> Bring Your Own Neuron Container to Sagemaker Hosting (inf1) </a> </li> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/inference/neo-then-hosting-devflow.html"> Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1) </a> </li> </ul> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/sagemaker-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-91" name="toctree-checkbox-91" type="checkbox"> <label for="toctree-checkbox-91"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/sm-devflow/sm-training-devflow.html"> Train your model on SageMaker </a> </li> </ul> </li> <li class="toctree-l3"> <a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sagemaker-samples"> AWS Neuron Sagemaker Samples GitHub Repository </a> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/parallelcluster-flows.html"> Parallel Cluster </a> <input class="toctree-checkbox" id="toctree-checkbox-92" name="toctree-checkbox-92" type="checkbox"> <label for="toctree-checkbox-92"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/parallelcluster-flows.html"> Inference </a> </li> <li class="toctree-l3 has-children"> <a class="reference internal" href="../../devflows/training/parallelcluster-flows.html"> Training </a> <input class="toctree-checkbox" id="toctree-checkbox-93" name="toctree-checkbox-93" type="checkbox"> <label for="toctree-checkbox-93"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l4"> <a class="reference internal" href="../../devflows/training/parallelcluster/parallelcluster-training.html"> Train your model on ParallelCluster </a> </li> </ul> </li> </ul> </li> <li class="toctree-l2 has-children"> <a class="reference internal" href="../../devflows/aws-batch-flows.html"> AWS Batch Flows </a> <input class="toctree-checkbox" id="toctree-checkbox-94" name="toctree-checkbox-94" type="checkbox"> <label for="toctree-checkbox-94"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/inference/aws-batch-flows.html"> Inference </a> </li> <li class="toctree-l3"> <a class="reference internal" href="../../devflows/training/aws-batch-flows.html"> Training </a> </li> </ul> </li> </ul> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> Learning Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/index.html"> Architecture </a> <input class="toctree-checkbox" id="toctree-checkbox-95" name="toctree-checkbox-95" type="checkbox"> <label for="toctree-checkbox-95"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf1-arch.html"> AWS Inf1 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trn1-arch.html"> AWS Trn1/Trn1n Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inf2-arch.html"> AWS Inf2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia.html"> Inferentia Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/inferentia2.html"> Inferentia2 Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/trainium.html"> Trainium Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-hardware/neuroncores-arch.html"> AWS NeuronCore Architecture </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/model-architecture-fit.html"> Neuron Model Architecture Fit Guidelines </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/glossary.html"> Neuron Glossary </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../arch/neuron-features/index.html"> Features </a> <input class="toctree-checkbox" id="toctree-checkbox-96" name="toctree-checkbox-96" type="checkbox"> <label for="toctree-checkbox-96"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/data-types.html"> Data Types </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/rounding-modes.html"> Rounding Modes </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-batching.html"> Neuron Batching </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuroncore-pipeline.html"> NeuronCore Pipeline </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/neuron-caching.html"> Neuron Persistent Cache </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/collective-communication.html"> Collective Communication </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/control-flow.html"> Neuron Control Flow </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/custom-c%2B%2B-operators.html"> Neuron Custom C++ Operators </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../arch/neuron-features/dynamic-shapes.html"> Neuron Dynamic Shapes </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../appnotes/index.html"> Application Notes </a> <input class="toctree-checkbox" id="toctree-checkbox-97" name="toctree-checkbox-97" type="checkbox"> <label for="toctree-checkbox-97"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../announcements/neuron2.x/neuron2-intro.html"> Introducing first release of Neuron 2.x enabling EC2 Trn1 general availability (GA) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/neuron1x/introducing-libnrt.html"> Introducing Neuron Runtime 2.x (libnrt.so) </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/performance-tuning.html"> Performance Tuning </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/perf/neuron-cc/parallel-ncgs.html"> Parallel Execution using NEURON_RT_NUM_CORES </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/torch-neuron/rcnn-app-note.html"> Running R-CNNs on Inf1 </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html"> Generative LLM inference with Neuron </a> </li> </ul> </li> <li class="toctree-l1"> <a class="reference internal" href="../../faq.html"> FAQ </a> </li> <li class="toctree-l1"> <a class="reference internal" href="../../troubleshooting.html"> Troubleshooting </a> </li> </ul> <p aria-level="2" class="caption" role="heading"> <span class="caption-text"> About Neuron </span> </p> <ul class="nav bd-sidenav"> <li class="toctree-l1"> <a class="reference internal" href="../../../release-notes/release.html"> Release Details </a> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../roadmap-readme.html"> Roadmap </a> <input class="toctree-checkbox" id="toctree-checkbox-98" name="toctree-checkbox-98" type="checkbox"> <label for="toctree-checkbox-98"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference external" href="https://github.com/orgs/aws-neuron/projects/1/views/1"> Neuron Public Roadmap </a> </li> </ul> </li> <li class="toctree-l1 has-children"> <a class="reference internal" href="../../support.html"> Support </a> <input class="toctree-checkbox" id="toctree-checkbox-99" name="toctree-checkbox-99" type="checkbox"> <label for="toctree-checkbox-99"> <i class="fas fa-chevron-down"> </i> </label> <ul> <li class="toctree-l2"> <a class="reference internal" href="../../sdk-policy.html"> SDK Maintenance Policy </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../security.html"> Security Disclosures </a> </li> <li class="toctree-l2"> <a class="reference internal" href="../../contact.html"> Contact Us </a> </li> </ul> </li> </ul> </div> </nav></div> <div class="bd-sidebar__bottom"> <!-- To handle the deprecated key --> <div class="navbar_extra_footer"> Theme by the <a href="https://ebp.jupyterbook.org">Executable Book Project</a> </div> </div> </div> <div id="rtd-footer-container"></div> </div> <!-- A tiny helper pixel to detect if we've scrolled --> <div class="sbt-scroll-pixel-helper"></div> <!-- Main content --> <div class="col py-0 content-container"> <div class="header-article row sticky-top noprint"> <div class="col py-1 d-flex header-article-main"> <div class="header-article__left"> <label for="__navigation" class="headerbtn" data-toggle="tooltip" data-placement="right" title="" data-original-title="Toggle navigation"> <span class="headerbtn__icon-container"> <i class="fas fa-bars"></i> </span> </label> </div> <div class="header-article__right"> <button onclick="toggleFullScreen()" class="headerbtn" data-toggle="tooltip" data-placement="bottom" title="" data-original-title="Fullscreen mode"> <span class="headerbtn__icon-container"> <i class="fas fa-expand"></i> </span> </button> <div class="menu-dropdown menu-dropdown-repository-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Source repositories"> <i class="fab fa-github"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Source repository"> <span class="headerbtn__icon-container"> <i class="fab fa-github"></i> </span> <span class="headerbtn__text-container">repository</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/issues/new?title=Issue%20on%20page%20%2Fgeneral/benchmarks/inf2/inf2-performance.html&amp;body=Your%20issue%20content%20here." class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Open an issue"> <span class="headerbtn__icon-container"> <i class="fas fa-lightbulb"></i> </span> <span class="headerbtn__text-container">open issue</span> </a> </li> <li> <a href="https://github.com/aws-neuron/aws-neuron-sdk/edit/v2.14.1/general/benchmarks/inf2/inf2-performance.rst" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Edit this page"> <span class="headerbtn__icon-container"> <i class="fas fa-pencil-alt"></i> </span> <span class="headerbtn__text-container">suggest edit</span> </a> </li> </ul> </div> </div> <div class="menu-dropdown menu-dropdown-download-buttons"> <button class="headerbtn menu-dropdown__trigger" aria-label="Download this page"> <i class="fas fa-download"></i> </button> <div class="menu-dropdown__content"> <ul> <li> <a href="../../../_sources/general/benchmarks/inf2/inf2-performance.rst.txt" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Download source file"> <span class="headerbtn__icon-container"> <i class="fas fa-file"></i> </span> <span class="headerbtn__text-container">.rst</span> </a> </li> <li> <button onclick="printPdf(this)" class="headerbtn" data-toggle="tooltip" data-placement="left" title="" data-original-title="Print to PDF"> <span class="headerbtn__icon-container"> <i class="fas fa-file-pdf"></i> </span> <span class="headerbtn__text-container">.pdf</span> </button> </li> </ul> </div> </div> <label for="__page-toc" class="headerbtn headerbtn-page-toc"> <span class="headerbtn__icon-container"> <i class="fas fa-list"></i> </span> </label> </div> </div> <!-- Table of contents --> <div class="col-md-3 bd-toc show noprint"> <div class="tocsection onthispage pt-5 pb-3"> <i class="fas fa-list"></i> Contents </div> <nav id="bd-toc-nav" aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#language-models-inference-performance"> Language Models Inference Performance </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#large-language-models-inference-performance"> Large Language Models Inference Performance </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#vision-models-inference-performance"> Vision Models Inference Performance </a> </li> </ul> </nav> </div> </div> <div class="article row"> <div class="col pl-md-3 pl-lg-5 content-container"> <!-- Table of contents that is only displayed when printing the page --> <div id="jb-print-docs-body" class="onlyprint"> <h1>Inf2 Performance</h1> <!-- Table of contents --> <div id="print-main-content"> <div id="jb-print-toc"> <div> <h2> Contents </h2> </div> <nav aria-label="Page"> <ul class="visible nav section-nav flex-column"> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#language-models-inference-performance"> Language Models Inference Performance </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#large-language-models-inference-performance"> Large Language Models Inference Performance </a> </li> <li class="toc-h2 nav-item toc-entry"> <a class="reference internal nav-link" href="#vision-models-inference-performance"> Vision Models Inference Performance </a> </li> </ul> </nav> </div> </div> </div> <main id="main-content" role="main"> <div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code></p> <div class="section" id="inf2-performance"> <span id="id1"></span><h1>Inf2 Performance<a class="headerlink" href="#inf2-performance" title="Permalink to this headline">#</a></h1> <div class="contents local topic" id="table-of-contents"> <p class="topic-title">Table of contents</p> <ul class="simple"> <li><p><a class="reference internal" href="#language-models-inference-performance" id="id2">Language Models Inference Performance</a></p></li> <li><p><a class="reference internal" href="#large-language-models-inference-performance" id="id3">Large Language Models Inference Performance</a></p></li> <li><p><a class="reference internal" href="#vision-models-inference-performance" id="id4">Vision Models Inference Performance</a></p></li> </ul> </div> <p><em>Last update: September 15th, 2023</em></p> <div class="section" id="language-models-inference-performance"> <span id="inf2-inference-perf"></span><h2><a class="toc-backref" href="#id2">Language Models Inference Performance</a><a class="headerlink" href="#language-models-inference-performance" title="Permalink to this headline">#</a></h2> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-0"> Throughput optimized</label><div class="sd-tab-content docutils"> <table class="table"> <colgroup> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> </colgroup> <thead> <tr class="row-odd"><th class="head"><p>Model</p></th> <th class="head"><p>Scripts</p></th> <th class="head"><p>Framework</p></th> <th class="head"><p>Inst. Type</p></th> <th class="head"><p>Task</p></th> <th class="head"><p>Throughput (inference/second)</p></th> <th class="head"><p>Latency P50 (ms)</p></th> <th class="head"><p>Latency P99 (ms)</p></th> <th class="head"><p>Cost per 1M inferences</p></th> <th class="head"><p>Application Type</p></th> <th class="head"><p>Neuron Version</p></th> <th class="head"><p>Run Mode</p></th> <th class="head"><p>Batch Size</p></th> <th class="head"><p>Sequence Length</p></th> <th class="head"><p>Model Data Type</p></th> <th class="head"><p>Compilation Autocast Data Type</p></th> <th class="head"><p>OS Type</p></th> </tr> </thead> <tbody> <tr class="row-even"><td><p>albert-base-v2</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>3025.78</p></td> <td><p>10.52</p></td> <td><p>10.9</p></td> <td><p>$0.070</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>16</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-odd"><td><p>bert-base-cased</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>2822.93</p></td> <td><p>11.08</p></td> <td><p>13.57</p></td> <td><p>$0.075</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>16</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-even"><td><p>bert-base-cased-finetuned-mrpc</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Sequence Classification</p></td> <td><p>3318.35</p></td> <td><p>9.47</p></td> <td><p>11.87</p></td> <td><p>$0.063</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>16</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-odd"><td><p>bert-base-uncased</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>2862.04</p></td> <td><p>10.96</p></td> <td><p>12.65</p></td> <td><p>$0.074</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>16</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-even"><td><p>bert-large-cased</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>847.4</p></td> <td><p>9.2</p></td> <td><p>12.05</p></td> <td><p>$0.248</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>4</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-odd"><td><p>bert-large-uncased</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>849.77</p></td> <td><p>18.64</p></td> <td><p>23.8</p></td> <td><p>$0.248</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>8</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-even"><td><p>camembert-base</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>2901.54</p></td> <td><p>10.96</p></td> <td><p>11.43</p></td> <td><p>$0.073</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>16</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-odd"><td><p>distilbert-base-cased</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>5224.7</p></td> <td><p>6.03</p></td> <td><p>6.61</p></td> <td><p>$0.040</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>16</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-even"><td><p>distilbert-base-cased-distilled-squad</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>5299.93</p></td> <td><p>5.97</p></td> <td><p>6.55</p></td> <td><p>$0.040</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>16</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-odd"><td><p>distilbert-base-uncased</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>5254.63</p></td> <td><p>6.01</p></td> <td><p>6.6</p></td> <td><p>$0.040</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>16</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-even"><td><p>google/electra-base-discriminator</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>2945.94</p></td> <td><p>10.66</p></td> <td><p>11.72</p></td> <td><p>$0.071</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>16</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-odd"><td><p>gpt2</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>3094.11</p></td> <td><p>10.18</p></td> <td><p>11.13</p></td> <td><p>$0.068</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>16</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-even"><td><p>gpt2-large</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.48xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>402.67</p></td> <td><p>40.1</p></td> <td><p>45.93</p></td> <td><p>$8.955</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>8</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-odd"><td><p>gpt2-medium</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>1009.97</p></td> <td><p>15.13</p></td> <td><p>19.09</p></td> <td><p>$0.208</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>8</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-even"><td><p>roberta-base</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>2885.51</p></td> <td><p>11.0</p></td> <td><p>11.6</p></td> <td><p>$0.073</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>16</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-odd"><td><p>roberta-large</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>965.33</p></td> <td><p>16.1</p></td> <td><p>19.26</p></td> <td><p>$0.218</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>8</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-even"><td><p>xlm-roberta-base</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.48xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>48.66</p></td> <td><p>649.81</p></td> <td><p>820.93</p></td> <td><p>$74.103</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>16</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> </tbody> </table> </div> <input id="sd-tab-item-1" name="sd-tab-set-0" type="radio"> <label class="sd-tab-label" for="sd-tab-item-1"> Latency optimized</label><div class="sd-tab-content docutils"> <table class="table"> <colgroup> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> </colgroup> <thead> <tr class="row-odd"><th class="head"><p>Model</p></th> <th class="head"><p>Scripts</p></th> <th class="head"><p>Framework</p></th> <th class="head"><p>Inst. Type</p></th> <th class="head"><p>Task</p></th> <th class="head"><p>Throughput (inference/second)</p></th> <th class="head"><p>Latency P50 (ms)</p></th> <th class="head"><p>Latency P99 (ms)</p></th> <th class="head"><p>Cost per 1M inferences</p></th> <th class="head"><p>Application Type</p></th> <th class="head"><p>Neuron Version</p></th> <th class="head"><p>Run Mode</p></th> <th class="head"><p>Batch Size</p></th> <th class="head"><p>Sequence Length</p></th> <th class="head"><p>Model Data Type</p></th> <th class="head"><p>Compilation Autocast Data Type</p></th> <th class="head"><p>OS Type</p></th> </tr> </thead> <tbody> <tr class="row-even"><td><p>albert-base-v2</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>2057.27</p></td> <td><p>0.96</p></td> <td><p>1.04</p></td> <td><p>$0.102</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-odd"><td><p>bert-base-cased</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>1942.72</p></td> <td><p>1.02</p></td> <td><p>1.1</p></td> <td><p>$0.108</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-even"><td><p>bert-base-cased-finetuned-mrpc</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Sequence Classification</p></td> <td><p>2062.41</p></td> <td><p>0.97</p></td> <td><p>0.99</p></td> <td><p>$0.102</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-odd"><td><p>bert-base-uncased</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>1950.12</p></td> <td><p>1.01</p></td> <td><p>1.09</p></td> <td><p>$0.108</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-even"><td><p>bert-large-cased</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>704.26</p></td> <td><p>2.82</p></td> <td><p>3.04</p></td> <td><p>$0.299</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-odd"><td><p>bert-large-uncased</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>690.38</p></td> <td><p>2.83</p></td> <td><p>3.21</p></td> <td><p>$0.305</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-even"><td><p>camembert-base</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>1946.72</p></td> <td><p>1.02</p></td> <td><p>1.1</p></td> <td><p>$0.108</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-odd"><td><p>distilbert-base-cased</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>3113.8</p></td> <td><p>0.65</p></td> <td><p>0.69</p></td> <td><p>$0.068</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-even"><td><p>distilbert-base-cased-distilled-squad</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>3102.22</p></td> <td><p>0.69</p></td> <td><p>0.7</p></td> <td><p>$0.068</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-odd"><td><p>distilbert-base-uncased</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>3098.39</p></td> <td><p>0.64</p></td> <td><p>0.7</p></td> <td><p>$0.068</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-even"><td><p>google/electra-base-discriminator</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>1968.69</p></td> <td><p>1.01</p></td> <td><p>1.08</p></td> <td><p>$0.107</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-odd"><td><p>gpt2</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>1981.38</p></td> <td><p>1.0</p></td> <td><p>1.07</p></td> <td><p>$0.106</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-even"><td><p>gpt2-large</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.48xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>326.17</p></td> <td><p>6.12</p></td> <td><p>6.21</p></td> <td><p>$11.055</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-odd"><td><p>gpt2-medium</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>737.3</p></td> <td><p>2.7</p></td> <td><p>2.79</p></td> <td><p>$0.286</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-even"><td><p>roberta-base</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>1950.42</p></td> <td><p>1.02</p></td> <td><p>1.1</p></td> <td><p>$0.108</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-odd"><td><p>roberta-large</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>709.55</p></td> <td><p>2.81</p></td> <td><p>2.89</p></td> <td><p>$0.297</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> <tr class="row-even"><td><p>xlm-roberta-base</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/inf2_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.48xlarge</p></td> <td><p>Raw Output (AutoModel)</p></td> <td><p>35.64</p></td> <td><p>50.34</p></td> <td><p>65.41</p></td> <td><p>$101.174</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>128</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> <td><p>U22</p></td> </tr> </tbody> </table> </div> </div> </div> <div class="section" id="large-language-models-inference-performance"> <h2><a class="toc-backref" href="#id3">Large Language Models Inference Performance</a><a class="headerlink" href="#large-language-models-inference-performance" title="Permalink to this headline">#</a></h2> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-2" name="sd-tab-set-1" type="radio"> <label class="sd-tab-label" for="sd-tab-item-2"> Throughput optimized</label><div class="sd-tab-content docutils"> <table class="table"> <colgroup> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> </colgroup> <thead> <tr class="row-odd"><th class="head"><p>Model</p></th> <th class="head"><p>Scripts</p></th> <th class="head"><p>Framework</p></th> <th class="head"><p>Inst. Type</p></th> <th class="head"><p>Task</p></th> <th class="head"><p>Throughput (tokens/second)</p></th> <th class="head"><p>Latency per Token P50 (ms)</p></th> <th class="head"><p>Latency per Token P99 (ms)</p></th> <th class="head"><p>Cost per 1M inferences</p></th> <th class="head"><p>Application Type</p></th> <th class="head"><p>Neuron Version</p></th> <th class="head"><p>Run Mode</p></th> <th class="head"><p>TP Degree</p></th> <th class="head"><p>DP Degree</p></th> <th class="head"><p>Batch Size</p></th> <th class="head"><p>Sequence Length</p></th> <th class="head"><p>Input Length</p></th> <th class="head"><p>Output Length</p></th> <th class="head"><p>Model Data Type</p></th> <th class="head"><p>Compilation Autocast Data Type</p></th> </tr> </thead> <tbody> <tr class="row-even"><td><p>Llama-2-13b</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">Sample</a></p></td> <td><p>Transformers Neuron</p></td> <td><p>Inf2.48xlarge</p></td> <td><p>Text Generation</p></td> <td><p>122.4</p></td> <td><p>8.2</p></td> <td><p>8.3</p></td> <td><p>$29.459</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Tensor Parallel</p></td> <td><p>24</p></td> <td><p>1</p></td> <td><p>1</p></td> <td><p>256</p></td> <td><p>64</p></td> <td><p>192</p></td> <td><p>FP16</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>opt-13b</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py">Benchmark</a></p></td> <td><p>Transformers Neuron</p></td> <td><p>Inf2.48xlarge</p></td> <td><p>Text Generation</p></td> <td><p>3014.3</p></td> <td><p>68.9</p></td> <td><p>80.0</p></td> <td><p>$1.196</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Tensor Parallel</p></td> <td><p>8</p></td> <td><p>1</p></td> <td><p>256</p></td> <td><p>128</p></td> <td><p>9</p></td> <td><p>119</p></td> <td><p>FP16</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>opt-30b</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py">Benchmark</a></p></td> <td><p>Transformers Neuron</p></td> <td><p>Inf2.48xlarge</p></td> <td><p>Text Generation</p></td> <td><p>2023.7</p></td> <td><p>110.9</p></td> <td><p>117.8</p></td> <td><p>$1.782</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Tensor Parallel</p></td> <td><p>8</p></td> <td><p>1</p></td> <td><p>256</p></td> <td><p>128</p></td> <td><p>9</p></td> <td><p>119</p></td> <td><p>FP16</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>opt-66b</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py">Benchmark</a></p></td> <td><p>Transformers Neuron</p></td> <td><p>Inf2.48xlarge</p></td> <td><p>Text Generation</p></td> <td><p>1782.9</p></td> <td><p>126.6</p></td> <td><p>144.6</p></td> <td><p>$2.022</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Tensor Parallel</p></td> <td><p>24</p></td> <td><p>1</p></td> <td><p>256</p></td> <td><p>128</p></td> <td><p>9</p></td> <td><p>119</p></td> <td><p>FP16</p></td> <td><p>Matmult-BF16</p></td> </tr> </tbody> </table> <div class="admonition note"> <p class="admonition-title">Note</p> <p><strong>Throughput (tokens/second)</strong> counts both input and output tokens</p> <p><strong>Latency per Token</strong> counts both input and output tokens</p> </div> </div> <input id="sd-tab-item-3" name="sd-tab-set-1" type="radio"> <label class="sd-tab-label" for="sd-tab-item-3"> Latency optimized</label><div class="sd-tab-content docutils"> <table class="table"> <colgroup> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> <col style="width: 5%"> </colgroup> <thead> <tr class="row-odd"><th class="head"><p>Model</p></th> <th class="head"><p>Scripts</p></th> <th class="head"><p>Framework</p></th> <th class="head"><p>Inst. Type</p></th> <th class="head"><p>Task</p></th> <th class="head"><p>Throughput (tokens/second)</p></th> <th class="head"><p>Latency per Token P50 (ms)</p></th> <th class="head"><p>Latency per Token P99 (ms)</p></th> <th class="head"><p>Cost per 1M inferences</p></th> <th class="head"><p>Application Type</p></th> <th class="head"><p>Neuron Version</p></th> <th class="head"><p>Run Mode</p></th> <th class="head"><p>TP Degree</p></th> <th class="head"><p>DP Degree</p></th> <th class="head"><p>Batch Size</p></th> <th class="head"><p>Sequence Length</p></th> <th class="head"><p>Input Length</p></th> <th class="head"><p>Output Length</p></th> <th class="head"><p>Model Data Type</p></th> <th class="head"><p>Compilation Autocast Data Type</p></th> </tr> </thead> <tbody> <tr class="row-even"><td><p>Llama-2-13b</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-samples/blob/master/torch-neuronx/transformers-neuronx/inference/meta-llama-2-13b-sampling.ipynb">Sample</a></p></td> <td><p>Transformers Neuron</p></td> <td><p>Inf2.48xlarge</p></td> <td><p>Text Generation</p></td> <td><p>122.4</p></td> <td><p>8.2</p></td> <td><p>8.3</p></td> <td><p>$29.459</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Tensor Parallel</p></td> <td><p>24</p></td> <td><p>1</p></td> <td><p>1</p></td> <td><p>256</p></td> <td><p>64</p></td> <td><p>192</p></td> <td><p>FP16</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>opt-13b</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py">Benchmark</a></p></td> <td><p>Transformers Neuron</p></td> <td><p>Inf2.48xlarge</p></td> <td><p>Text Generation</p></td> <td><p>54.8</p></td> <td><p>17.9</p></td> <td><p>18.5</p></td> <td><p>$65.800</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Tensor Parallel</p></td> <td><p>8</p></td> <td><p>1</p></td> <td><p>1</p></td> <td><p>2048</p></td> <td><p>9</p></td> <td><p>2039</p></td> <td><p>FP16</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>opt-30b</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py">Benchmark</a></p></td> <td><p>Transformers Neuron</p></td> <td><p>Inf2.48xlarge</p></td> <td><p>Text Generation</p></td> <td><p>26.0</p></td> <td><p>38.2</p></td> <td><p>39.8</p></td> <td><p>$138.686</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Tensor Parallel</p></td> <td><p>8</p></td> <td><p>1</p></td> <td><p>1</p></td> <td><p>2048</p></td> <td><p>9</p></td> <td><p>2039</p></td> <td><p>FP16</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>opt-66b</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/opt_benchmark.py">Benchmark</a></p></td> <td><p>Transformers Neuron</p></td> <td><p>Inf2.48xlarge</p></td> <td><p>Text Generation</p></td> <td><p>30.1</p></td> <td><p>32.6</p></td> <td><p>73.5</p></td> <td><p>$119.795</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Tensor Parallel</p></td> <td><p>24</p></td> <td><p>1</p></td> <td><p>1</p></td> <td><p>2048</p></td> <td><p>9</p></td> <td><p>2039</p></td> <td><p>FP16</p></td> <td><p>Matmult-BF16</p></td> </tr> </tbody> </table> <div class="admonition note"> <p class="admonition-title">Note</p> <p><strong>Throughput (tokens/second)</strong> counts both input and output tokens</p> <p><strong>Latency per Token</strong> counts both input and output tokens</p> </div> </div> </div> </div> <div class="section" id="vision-models-inference-performance"> <h2><a class="toc-backref" href="#id4">Vision Models Inference Performance</a><a class="headerlink" href="#vision-models-inference-performance" title="Permalink to this headline">#</a></h2> <div class="sd-tab-set docutils"> <input checked="checked" id="sd-tab-item-4" name="sd-tab-set-2" type="radio"> <label class="sd-tab-label" for="sd-tab-item-4"> Throughput optimized</label><div class="sd-tab-content docutils"> <table class="table"> <colgroup> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> </colgroup> <thead> <tr class="row-odd"><th class="head"><p>Model</p></th> <th class="head"><p>Image Size</p></th> <th class="head"><p>Scripts</p></th> <th class="head"><p>Framework</p></th> <th class="head"><p>Inst. Type</p></th> <th class="head"><p>Task</p></th> <th class="head"><p>Throughput (inference/sec)</p></th> <th class="head"><p>Latency P50 (ms)</p></th> <th class="head"><p>Latency P99 (ms)</p></th> <th class="head"><p>Cost per 1M images</p></th> <th class="head"><p>Application Type</p></th> <th class="head"><p>Neuron Version</p></th> <th class="head"><p>Run Mode</p></th> <th class="head"><p>Batch Size</p></th> <th class="head"><p>Model Data Type</p></th> <th class="head"><p>Compilation Autocast Data Type</p></th> </tr> </thead> <tbody> <tr class="row-even"><td><p>Stable Diffusion 1.5</p></td> <td><p>512x512</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sd_15_512_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Generation</p></td> <td><p>0.42</p></td> <td><p>2383.7</p></td> <td><p>2743.7</p></td> <td><p>$501.323</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>Stable Diffusion 2.1</p></td> <td><p>512x512</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sd2_512_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Generation</p></td> <td><p>0.56</p></td> <td><p>1782.1</p></td> <td><p>1992.1</p></td> <td><p>$375.992</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32, BF16</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>Stable Diffusion 2.1</p></td> <td><p>768x768</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sd2_768_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Generation</p></td> <td><p>0.17</p></td> <td><p>5943.1</p></td> <td><p>6607.0</p></td> <td><p>$1,238.562</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>Stable Diffusion XL Base</p></td> <td><p>1024x1024</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sdxl_base_1024_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Generation</p></td> <td><p>0.07</p></td> <td><p>14919.73</p></td> <td><p>16639.5</p></td> <td><p>$3,007.937</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>Stable Diffusion XL Base &amp; Refiner</p></td> <td><p>1024x1024</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sdxl_base_and_refiner_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Generation</p></td> <td><p>0.08</p></td> <td><p>13007.9</p></td> <td><p>14895.1</p></td> <td><p>$2,631.944</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>UNet</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/unet_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Segmentation</p></td> <td><p>866.96</p></td> <td><p>18.37</p></td> <td><p>18.86</p></td> <td><p>$0.243</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>4</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>deepmind/multimodal-perceiver</p></td> <td><p>16x224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/perceiver-multimodal_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Multimodal Autoencoding</p></td> <td><p>0.85</p></td> <td><p>1255.36</p></td> <td><p>1277.71</p></td> <td><p>$247.712</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>None</p></td> </tr> <tr class="row-odd"><td><p>deepmind/vision-perceiver-conv</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/perceiver-vision_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>112.23</p></td> <td><p>17.26</p></td> <td><p>21.76</p></td> <td><p>$1.876</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>deepmind/vision-perceiver-fourier</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/perceiver-vision_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>62.94</p></td> <td><p>59.48</p></td> <td><p>66.74</p></td> <td><p>$3.345</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>deepmind/vision-perceiver-learned</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/perceiver-vision_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>86.68</p></td> <td><p>44.53</p></td> <td><p>62.59</p></td> <td><p>$2.429</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>google/vit-base-patch16-224</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/hf-google-vit_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>1632.36</p></td> <td><p>4.72</p></td> <td><p>5.9</p></td> <td><p>$0.129</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>2</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>openai/clip-vit-base-patch32</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/hf-openai-clip_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>5178.83</p></td> <td><p>48.97</p></td> <td><p>57.0</p></td> <td><p>$0.041</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>64</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>openai/clip-vit-large-patch14</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/hf-openai-clip_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>201.0</p></td> <td><p>78.33</p></td> <td><p>92.45</p></td> <td><p>$1.048</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>4</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>resnet101</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>3066.24</p></td> <td><p>83.38</p></td> <td><p>83.56</p></td> <td><p>$0.069</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>64</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>resnet152</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>2323.2</p></td> <td><p>110.06</p></td> <td><p>110.21</p></td> <td><p>$0.091</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>64</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>resnet18</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>6635.04</p></td> <td><p>4.8</p></td> <td><p>4.88</p></td> <td><p>$0.032</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>8</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>resnet34</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>4848.72</p></td> <td><p>6.56</p></td> <td><p>6.66</p></td> <td><p>$0.043</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>8</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>resnet50</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>4269.12</p></td> <td><p>7.49</p></td> <td><p>7.55</p></td> <td><p>$0.049</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>8</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>vgg11</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/vgg_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>3955.2</p></td> <td><p>64.15</p></td> <td><p>64.24</p></td> <td><p>$0.053</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>64</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>vgg16</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/vgg_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>1964.16</p></td> <td><p>16.27</p></td> <td><p>16.35</p></td> <td><p>$0.107</p></td> <td><p>Batch</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>8</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> </tbody> </table> <div class="admonition note"> <p class="admonition-title">Note</p> <p><strong>Cost per 1M images</strong> is calculated using On-Demand hourly rate.</p> <p><strong>Real Time</strong> application refers to batch size 1 inference for minimal latency. <strong>Batch</strong> application refers to maximum throughput with minimum cost-per-inference.</p> </div> </div> <input id="sd-tab-item-5" name="sd-tab-set-2" type="radio"> <label class="sd-tab-label" for="sd-tab-item-5"> Latency optimized</label><div class="sd-tab-content docutils"> <table class="table"> <colgroup> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> <col style="width: 6%"> </colgroup> <thead> <tr class="row-odd"><th class="head"><p>Model</p></th> <th class="head"><p>Image Size</p></th> <th class="head"><p>Scripts</p></th> <th class="head"><p>Framework</p></th> <th class="head"><p>Inst. Type</p></th> <th class="head"><p>Task</p></th> <th class="head"><p>Throughput (inference/sec)</p></th> <th class="head"><p>Latency P50 (ms)</p></th> <th class="head"><p>Latency P99 (ms)</p></th> <th class="head"><p>Cost per 1M images</p></th> <th class="head"><p>Application Type</p></th> <th class="head"><p>Neuron Version</p></th> <th class="head"><p>Run Mode</p></th> <th class="head"><p>Batch Size</p></th> <th class="head"><p>Model Data Type</p></th> <th class="head"><p>Compilation Autocast Data Type</p></th> </tr> </thead> <tbody> <tr class="row-even"><td><p>Stable Diffusion 1.5</p></td> <td><p>512x512</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sd_15_512_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Generation</p></td> <td><p>0.42</p></td> <td><p>2383.7</p></td> <td><p>2743.7</p></td> <td><p>$501.323</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>Stable Diffusion 2.1</p></td> <td><p>512x512</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sd2_512_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Generation</p></td> <td><p>0.56</p></td> <td><p>1782.1</p></td> <td><p>1992.1</p></td> <td><p>$375.992</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32, BF16</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>Stable Diffusion 2.1</p></td> <td><p>768x768</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sd2_768_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Generation</p></td> <td><p>0.17</p></td> <td><p>5943.1</p></td> <td><p>6607.0</p></td> <td><p>$1,238.562</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>Stable Diffusion XL Base</p></td> <td><p>1024x1024</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sdxl_base_1024_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Generation</p></td> <td><p>0.07</p></td> <td><p>14919.73</p></td> <td><p>16639.5</p></td> <td><p>$3,007.937</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>Stable Diffusion XL Base &amp; Refiner</p></td> <td><p>1024x1024</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/sdxl_base_and_refiner_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Generation</p></td> <td><p>0.08</p></td> <td><p>13007.9</p></td> <td><p>14895.1</p></td> <td><p>$2,631.944</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>UNet</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/unet_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Segmentation</p></td> <td><p>420.16</p></td> <td><p>2.37</p></td> <td><p>2.41</p></td> <td><p>$0.501</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>deepmind/multimodal-perceiver</p></td> <td><p>16x224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/perceiver-multimodal_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Multimodal Autoencoding</p></td> <td><p>0.85</p></td> <td><p>1255.36</p></td> <td><p>1277.71</p></td> <td><p>$247.712</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>None</p></td> </tr> <tr class="row-odd"><td><p>deepmind/vision-perceiver-conv</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/perceiver-vision_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>71.51</p></td> <td><p>14.4</p></td> <td><p>14.5</p></td> <td><p>$2.944</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>deepmind/vision-perceiver-fourier</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/perceiver-vision_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>33.97</p></td> <td><p>30.15</p></td> <td><p>30.2</p></td> <td><p>$6.198</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>deepmind/vision-perceiver-learned</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/perceiver-vision_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>52.59</p></td> <td><p>20.8</p></td> <td><p>20.9</p></td> <td><p>$4.004</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>google/vit-base-patch16-224</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/hf-google-vit_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>709.47</p></td> <td><p>1.41</p></td> <td><p>1.43</p></td> <td><p>$0.297</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>openai/clip-vit-base-patch32</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/hf-openai-clip_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>163.44</p></td> <td><p>6.11</p></td> <td><p>6.14</p></td> <td><p>$1.288</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>openai/clip-vit-large-patch14</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/hf-openai-clip_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>61.81</p></td> <td><p>16.17</p></td> <td><p>16.22</p></td> <td><p>$3.406</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>resnet101</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>882.61</p></td> <td><p>1.13</p></td> <td><p>1.15</p></td> <td><p>$0.239</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>resnet152</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>736.91</p></td> <td><p>1.35</p></td> <td><p>1.39</p></td> <td><p>$0.286</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>resnet18</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>1385.04</p></td> <td><p>0.72</p></td> <td><p>0.75</p></td> <td><p>$0.152</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>resnet34</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>1187.64</p></td> <td><p>0.83</p></td> <td><p>0.88</p></td> <td><p>$0.177</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>resnet50</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/resnet_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>1044.93</p></td> <td><p>0.95</p></td> <td><p>0.98</p></td> <td><p>$0.202</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-even"><td><p>vgg11</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/vgg_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>524.1</p></td> <td><p>1.9</p></td> <td><p>1.96</p></td> <td><p>$0.402</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> <tr class="row-odd"><td><p>vgg16</p></td> <td><p>224x224</p></td> <td><p><a class="reference external" href="https://github.com/aws-neuron/aws-neuron-sdk/blob/v2.14.1/src/benchmark/pytorch/vgg_benchmark.py">Benchmark</a></p></td> <td><p>PyTorch 1.13.1</p></td> <td><p>Inf2.xlarge</p></td> <td><p>Image Classification</p></td> <td><p>435.54</p></td> <td><p>2.29</p></td> <td><p>2.33</p></td> <td><p>$0.483</p></td> <td><p>Real Time</p></td> <td><p>2.14.0</p></td> <td><p>Data Parallel</p></td> <td><p>1</p></td> <td><p>FP32</p></td> <td><p>Matmult-BF16</p></td> </tr> </tbody> </table> <div class="admonition note"> <p class="admonition-title">Note</p> <p><strong>Cost per 1M images</strong> is calculated using On-Demand hourly rate.</p> <p><strong>Real Time</strong> application refers to batch size 1 inference for minimal latency. <strong>Batch</strong> application refers to maximum throughput with minimum cost-per-inference.</p> </div> </div> </div> <div class="admonition note"> <p class="admonition-title">Note</p> <p>See <a class="reference internal" href="../../arch/glossary.html#neuron-hw-glossary"><span class="std std-ref">Neuron Glossary</span></a> for abbreviations and terms</p> </div> <p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code></p> </div> </div> <div class="section"> </div> </div> </main> <footer class="footer-article noprint"> <!-- Previous / next buttons --> <div class="prev-next-area"> </div> </footer> </div> </div> <div class="footer-content row"> <footer class="col footer"><p> By AWS<br> © Copyright 2023, Amazon.com.<br> </p> </footer> </div> </div> </div> </div> <!-- Scripts loaded after <body> so the DOM is not blocked --> <script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script> </body></html>
2023-09-29T20:54:25.997Z